{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### 导入库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.family']=['sans-serif']\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '数学')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "x=np.random.randint(70,100,size=(50,2))\n",
    "plt.scatter(x[:,0],x[:,1])\n",
    "plt.xlabel('语文')\n",
    "plt.ylabel('数学')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### K-means算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "获取质心: [[91.         77.58333333]\n",
      " [77.45454545 94.27272727]\n",
      " [75.4        78.33333333]\n",
      " [93.16666667 89.83333333]]\n",
      "获取每个样本所属的簇: [2 2 2 2 2 2 2 0 3 0 3 1 1 3 0 3 1 0 0 2 1 3 2 3 1 1 0 0 2 1 3 2 3 2 3 0 0\n",
      " 3 2 3 1 1 0 0 2 3 1 1 0 2]\n",
      "簇惯性(SSE): 1582.0924242424242\n",
      "获取迭代次数: 6\n",
      "预测结果: [1 0]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "# 指定簇的个数\n",
    "kmeans=KMeans(n_clusters=4)\n",
    "kmeans.fit(x)\n",
    "\n",
    "print('获取质心:',kmeans.cluster_centers_)\n",
    "print('获取每个样本所属的簇:',kmeans.labels_)\n",
    "print('簇惯性(SSE):',kmeans.inertia_)\n",
    "print('获取迭代次数:',kmeans.n_iter_)\n",
    "unknow=np.array([[76,99],[94,80]])\n",
    "y_hat=kmeans.predict(unknow)\n",
    "print('预测结果:',y_hat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 将聚类结果进行可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_cluster(model,train,test=None):\n",
    "    color=np.array(['r','g','b','orange'])\n",
    "#     获取质心\n",
    "    cc=model.cluster_centers_\n",
    "#     获取标签\n",
    "    label=model.labels_\n",
    "#     画出质心\n",
    "    plt.scatter(cc[:,0],cc[:,1],marker='+',s=150,c=color)\n",
    "#     画出所有的数据集\n",
    "    plt.scatter(train[:,0],train[:,1],marker='.',s=150,c=color[label])\n",
    "#     画出预测的数据属于哪一类\n",
    "    if test is not None:\n",
    "        y_hat=model.predict(test)\n",
    "        plt.scatter(test[:,0],test[:,1],marker='*',s=150,c=color[y_hat])\n",
    "    plt.xlabel('语文')\n",
    "    plt.ylabel('数学')\n",
    "    plt.title(f\"SSE:{model.inertia_:.2f} 迭代次数:{model.n_iter_}\")\n",
    "plot_cluster(kmeans,x,unknow)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 初始质心的影响4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 因为Kmeans算法的一个缺点就是受初始化质心的影响,质心不同,聚类效果就不同,通常情况下会选择多组质心进行初始化\n",
    "# 然后从中选出SSE最小的初始化质心,该操作可通过使用参数n_init来指定,参数默认值为10\n",
    "\n",
    "\n",
    "seed=[10,17]\n",
    "plt.figure(figsize=(15,5))\n",
    "for i in range(1,3):\n",
    "    plt.subplot(1,2,i)\n",
    "    kmeans01=KMeans(n_clusters=4,init='random',n_init=10,random_state=seed[i-1])\n",
    "    kmeans01.fit(x)\n",
    "    plot_cluster(kmeans01,x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### Kmeans++算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Kmeans++算法就是在Kmenas算法基础上提出的,它解决了Kmeans算法初始化质心的影响,\n",
    "# 首先随机选择一个质心,然后根据概率进行选择质心,进而解决了聚类效果受出初始化质心的影响.\n",
    "kmeans02=KMeans(n_clusters=4,init='k-means++')\n",
    "kmeans02.fit(x)\n",
    "plot_cluster(kmeans02,x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### MiNi Batch Kmeans算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 生成数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21701392518>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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B2FW2bNkCu1AN/0F88IFaeBiN2Q+//u03tYCz21lwejwcwq6MIixbVr05pKayO2GfPkQHDsj91qzxFWiCICenknD+PNEnn3DUoDIM/eJFNVXz/vuB179kidr4qNPxta9blz3BXaQIUbVqwcPwjx1jt8YSJfh+ffllcApm7lwW3uPHE336KdMhgeB0Mv1TujRHf86cSdSuHdHw4dnjrKOjeZ5//vE9JrlvOhxEFSv6bpB3AW6J4AYQkSGcywXrp2ncGm4ZDh9Wa7eCwHkzsovr1znaMDSUNciDB/3327aNOVhJSFasSPTSS7K2GBrKhjUi9u7IrHFLWveGDdwnOZkDdPR67vvmm+r5tmwheuYZFmDBNNg1a3y9RhYsYP73q69Y4Gb2GffXQkICa9yFCqnv7yuvqA2kmVvNmkS9e/O9MRhY4AfK0ngrocx/EhJCtHt3wa8hjwgmuHPFcQuCYAIwD8BgIjqfJ65Gg4bcQvrTBJg3btUqZ2XHChdmrnT5cuDMGeZpM0MUgUcf5VzT0lzR0XxOaqrc5+xZYPx4zket03FTwukEOnTg7ILnz/O5Hg/zs6tWydfz2WecLa9yZc7WV7o0MGSIPLcSrVr5+qN368a1I9u3Bw4f5nGU0OkAvV79WXo68+WZQaTOL07EfHypUszVlyjB1XOk8YxG4L77gLVr+fokG8Hly8CiRWxPUPq230o8+CDbEASBW4UKBTNvQSGQRA/WALwGIA7A+oz2dKC+msatwQfnz7NmePFi3sd67z3W7MqU4cf6/IbLpU7WJFEYzzwjP4pXrsycrKRpWyy+50ia+apVzMGXLcvj2O3s0kbEft/SGAaDHL5utzP94Q9ut28uFIAjKonYVS8khLVlvZ6oTRt2GyxWTK05m0zyE4ESXbvKfSwWppA8HvmJw25nLbtRI6Ju3fgp5p13+HOrle/Nxx/L78uWLZgkUk4n0RdfcPIoJZV1FwGaH7eGOwaHD7Owk+iJEycC901OZqPT6NHsYne7MHiwHNRisXBeDaeTCx/Mns0ugr17ywLObpeFpdSk1KpRUWxkvHaNaMIEpla++ILzhrRr5z9gxmbj0PX+/YlatJBTuTZpIlMYStc+q5XzsUgYOlRNmQwaxOcrjaAAh9BLuHiRz/vxR6J585i2mTWL6OxZ5ouVG5Ner3aT9Hj4nJ9+YgqpenW5r8PhP02tBh9oglvDnYMRI2QN0WgkGjs2cN/27VlQmkxENWoU3Br94cKF4J4XK1fyWh0O9kz57jtZuJnNnLipWDG+5pYtZe563jzZkCgJ7cwadEQEa7OSUdBm45Szyj4OB1HVqnysbVv2upDQtKm6r9lMtHy5WthL/HhSEmvExYuzRm6zcY7vEiXk3N0DBqgFt8Ph35i4ZAnRAw+w14/VyucUKeKbHleDX2iCW8Odg7/+Upf8WrEicF+HQxYOOt2d6xkQF0dUoQJfj83GmrhSA9frOfGTJJAdDr4PRFzezJ8BUZm2VdL2lca2Dh18z1FSH5GR7HUxbJh/Lf6DD9irxWjk9bVvzwZYvZ6oXj11EYnISPV7iTaRXnfo4HtPLl2Sv2ejkamUjz9mjZ2I3SzbtmVD79SpBfZV3U3QBLeGOwuTJxP9739E06YF79e9u5yR74EHCmZtWeHYMaYM5s7lkO9XX2UhKwlWQWAhrRRyej3nMJEEqN1OtHo1j9W0qUynKM+pVYubUoDr9Sy0779fvan5a0Yjh+f783CR1mk08qZgNjPvLWnRdjtrxhKH3auX71OAUnBbrb4eObt3q10SGzdWH+/WTd5orFZZoPvDli0s4MuXD8z134PQBLeGuxMuF+fCmDSJ+e7bjXXrWBBKQsxk8vVptloDC0tJoPbqxe5qSmFtMKjfV6um3gCMRvYb37SJnzwyl0RT5uKWNPYqVbLnDpi52e1EU6awkXHYMKZB+vXzvQ7lE8CSJXyPPvqI39epw+uXjJKLF6vvZfPm6vmCFZaIjJT7hoVlnYgrK5w4wQm1GjRgV887FJrg1lDwiInhP/6NG/NnPFFUB6oUJNxu5mV79gws7ASBueg33mChkFnjll6XLq1O7qQUhErf48wauNHIWj4R17usVUtNjdhsfPyBB9j3Wjrmz7slq1alCvPx0jrateN569aVc7r07CkbYatU4fuzZ4+8aen1RE89xZp3Zu+hb76RBb/JRPT448EDbpSau8nE9oQiRfg6pbzjOUH16vL9DQ29YxNUaYJbQ8EiPp7/8CXOd8qUvI23bZucElVynctvrFpF9OKLRL/+qtbo9u6VBWHDhoGjBkNDOeFTcjJz3l278uP94MFEHTuy1ikIaupD2cqUYVc6f3y01D75hGjXLrUwNhpZM964kTV5f+vLKopSStYkCdzMRkuA6YoSJfg+VKzI1xkdzZ9Ltodt29SG1s6dfe/z9evqe1CpEmv1NWsyteOv5uXkybwmk4kjIpXpB2y2nGvgyqAivf6OtZ1ogltDwWLdOrWrWYsWeRtPWR3FbM4f/2+Ph3Ns167Nvr6S8c1mY0Fx8qQcjq0UEq+/7t9vukkTFpoGA7svKiGKHEqfWagaDEyJTJggP00UKeI7tiDw3KNGsdBUHtPpOIvg5cv+tWuJx1b2Vx7v2ZNdFNu1Y426QgX/wr1SJfX7V17xvaeiSPT883LtyqNHfftkFtwSly7dX2WaWiWSkuRUBsrfltmcc8E9YQJ/FxYL5+K+Q6EJbg0FiytXZONZfqTcbNxY/Yd65Ure16gMdjGb1cKkTx/mVTMbDa1W9uHOimowGn1d3lwu1lj1ehYYnTrJldYlTJ7sK1il+a1WX88Oqc2bx9q4vw2lXTsWopIPemZjZ+bc17/8Epyjl1pIiHyOx8P3rFAhosceY5/7YML0m2/kWplKrjzYE9XWrbwpjB7NwU4Sp+8vuVR2cPGiOiXuHQhNcGsoeOzbxzk4JkzIO4d46BBrgiEh6vzYeUH//mrhKPlg22zsqqcUKAYDP56PGhU8T4fULBb/0YEXLjB1Mm4cP55nFm5ZCcxAc1erxgE3/mgYg4G9Vzp2ZH/stm3lazObmZ5QVvNZtIi164YN2VUxsw+41KpUkc/J7IvepIl/ykOJ48d988wULuzfu+TCBbmv1Sp76AgCr/UehSa4Ndw92LuXg0tudQktKepQarNmcXa6gwdZoLZsyYLcbmdKhYjpDCVfrNTGJToDYM5YWv/16yxUp0yR6ZBZs2QNOjKSBdb06b7cq3J9UkKq0FBfAV+tGm8EJUr430Tq1pWrsb/+OtHLL8u0jeQWGBbGxRQkrd5gIHriCdZuleOVK8dC/cgRvk/Ll/vn0Fu25E1WSr6VGQkJMuVhMhE9+qhMhRw6xP79EvfcuXPgzcxoDPwdz5zJdNeCBXn+udwOaIJbw50LUWQvgRkzONudzSb7D+el0ndWGl+nTurKM8uXc8rSZcv4uMvFLmwbNqg147VrOUKxQQP24qhQgXnaAQPUWmfHjryGihVZs7VaObClatXAXLTZLGuSUu1KqTVpwsbA5cv5Mf/LL1m4hoVxwA+R2sUuULPZ2Ic+kBBU0jF167LhU7kJSBz0sWMcXRloHukppkoV+btwufip5cUX2QNlzx721X/nHVloT5/OawgJYfvDqVPqJwlBIHrkEXkjypxZUcKiRepAr7vQ/1sT3BruCIiiSJP3TKYX/3qRVp5ayR8OHSr/ESoNc2Yzc6E5xalTbFDU6djw5o9rXbGC5xME1qo/+4wFhRTirSzym13s26d2hevalaMHMwudYIIu0Gc6HQuzzOvyeNTX988/WQvuYM1sJmrVSt4833pLTRlJboAlS/rn0/01i0XOyf3WW/LG4HCwy6gSR49ycJF0rsPBm7ny6aBuXb7mHTu4BeLSP/1Uvn8mU+658NsITXBruCMwde9Uso2yEYaCbKNstCd6j9qLwWxW5+PITXBE9+7qrHqbNvn2UWqKRiMnilJ6KpQtq06alJZG9PPPLNyLFWNDmT98/DH3qVWLPTV++kke01/FdYdDNtI9/HDwAgUA0YMPBr/2v/7Km+AuWpS14qNHef1KoS15pwTbfDI3vZ6pFYkiUgYUhYSw4CXiDeixx+SMiMoIzpgYfhorVYrrZGbXoLhnj5y90eFgTv0uQzDBnduakxo05BjbLm5DSnoKAECAgP1X93NdRYuFcyY7HFzbceBAYPFirrGYUyhrOkrvM0OZK1sQgMhIzpctIToaeOcdfv3PP0B4ONCvH9d2vHoVeP55/3OPGME1E+fP5/qRAwbIxzweFllK7N0LfPklX/MLLwA1agCFCqnXr8T5LFLf//Zb8ONZ4do1zqe9fz/fE+U69HquUZn5GgJBykl+/Trw11/AuXPAqVPyWIULA7VqcT7ywYOBpUs5f7cocuvUCVi5EihaFHjuOeDiRWD3bq6xmR3UqMH3tn9/4OBBoEqVHN2KOx6BJHp+NU3j1iBh/dn1ZBtlI8doB4V9HkZRN6PkEmBvvMG+03nFxYus8dps7DGhfJQWReaDpahAo5FzjVitvh4ZoaHselaunK8mWbYsGx03b1Zn4SPi98q8JEoNM/M4xYrJ2Q8ljxEp0MSfBtuiBVNB9evzGubM4WuKiZFrMOZUyw5E0Tz6KBsXbTY2mr72WmB3xOzQJb17y09CFgvR/PnM1/t7yoiM9P/dxsezN1CXLhyIFAiiyPdKMi7fwb7awQCNKtFwp+DQ1UM0Y/8MuhifhyCaM2fYcFWkiH/3wHPn2KNAmes7LY1d25TcrMHgX6Aq6YHChdWfORyczS4sjIV7ZKQ63evevb5eFhYL0xiff85CUadjg1ywuaVWty4Lzho1eGNr0kTNfUuv9frAvHMggavTMacdKJ9Jq1ZM/+j1fK2lSuWMKlFe/2uvyfNIhSH8bYpGIxdRvnqV89Ts3Mn39bffeBxlqHpCAtH27WxPGDSICxkTsSeL8poKF879b+02QhPcGu4ttGun1t7OnZOPnTzJAlHStiTNbNGirDPq+WsGAwvnkiXZi0QU2T1Q6ZEyYYI8f0qKf823dGnmj51O5nzj41n46HTBfcMFgTXz6Ggev2rVnF9DsGa3s1AdMMC/YA+k/Uv3xt9nmTeQDh04aKppU77mt9/m+5j5KadVK77OGzeYb5cyQ06a5KuZ22zMkUvfqcUiR3N6PLIB1WSSc63cZQgmuDWOW8Pdh8RE5kEB5mGl2o8Ac6UuF5CUBCQnAwsW8OeiyHyqPwgCUK8eYDb7HnO7gapVgUuXgO7duW+lSoDJxMd1OjXvarEALVr4jnPxIteIHDwYaN2auVeXi/leosDXSsR1G+fM4ffffSfPnR9ITgZ+/pnHzQxR5HqUgZC5riYAzJsHVKum/mzZMq5NOXw4EB8PfPMNcOSI2q4AAE8+yXUst23jY8nJ/J19/LHvvLVrq+dPS2MOXDq+bRvQty/bKubPD3wNdysCSfT8aprGrSFfsXkzJ/2XvDH69lXz2Bs3qv13peCLli39a7MOB2t6ROxd8uCD7Gdst/P4djtX6RFFDl6xWOTqMDodc83KyNBNm7JO6iTNnV0t1m7nEmcSMle3v5XNbmctuXTp4Nq3pKETMdXhj7uuWFG+hokT1XRGRIR8H8+e9Y2qLFlS9jP/+mt+cnE62X0wJIT732MFGaBRJRruCSj/oK1WOaIxMxYt4oi5KVM4e110NCfhVwoRs5l9yOfOZQGQGWfOMCct0SOBBLLVqs45smVL1gIuK+GtbCYTl3vL7K+8bZtv4qfszqN8H8wfW6+XaSCPR52VL5Dg3r5d/q6UkaAAG22losJdu8rC3WJhH/TM36EyUKl8eaZQMmfyS07mXOD79mX3V1QwiI/nxGJ5yKujCW4N9waWL1f7W/srmSUhIYFLcYWEsMD96CO5yEHnznIukTVrOAoxcwWXzFi3zreUGsBGSmVCKVH0H3qe22YysY93jx6+ASvHjgVOExushYRkXWBBp+MgFgnXrmVvQypalNf7zz+cgtVu57Hsdt/zrVbWwv1FP8bFyYFUJlPgrIF3ImJi2C4RGsq/mf37czWMJrg13Bu4eZOFopQMSpmDYvJkFtQdO7Jm9tdfaq+Np54iOn+e6MABWXuVwqIlSiRYxTEejQcAACAASURBVHmPR05ZWq4c5/t45hnfP8pr1/jz/BLcyla4MD8deDwstI8e9e+ZkZ2mzLgYqNntfL88Hn6Cyc64ymyG0qYiCL4V5TO3sWPZaHvuHF9jt26yoLda+TvNK27cYAPmk0/ydd0qTJ6spnreeitXwwQT3Ibby7Br0JADhIUBhw4Bq1dzQEXduvz5iRPAG2+wkTIqCnj7bQ7i8Xj4uNXKBsayZdXjLVkiGyzNZmDNGv7MaARefhmwWHDtGjB6NECkw5CvpyPy99/VRrHERA7wiI3leZo3Z4NmTiEIgMHAxkBB4D/5zLhxA2jcGAgNBXbu9DXuKZBhug3sfXDzZtZrSklho6jVCvzxR+B+ej3fa51ONhrrdPL9J+I+BgNfm8cj/y9hwgTgp584+Ck8HAgJYeMtwH2vXgUiIrJeczA88wywfj3f4/XrgcuX/Ruk84pKleTXNpuvsTY/EEiiZ9UAFAOwKat+msatIc8QRS4s/M47sl+vElu3qmmMNm3485kzOfHS22/757EXLGDNSMq8V6mSXEfy0UeJiN3FDQZutWoRB440acKa26pV6vwkmZNHZScFrNRKlfLlhAO1IKHxYkZLgYXmIkjucH8FijM3qzVwWlepSYZagDVsk0kO+3/9daZkdDr+32hkd8aVK4kGDlSPo0wJoNdzkI3Vyt9r8+ZZJw3LDkqVkuczm9X+9/mNyZM5CGjo0FynNUZ+UyUACgFYDmBPVn01wa0hz/jhB1lA2u1sOFTC7eY809IfeqBcIv6wYgX7MGf28bZaiYjIoBfpVUygFWhLz+N3OZjFbGZPh2BCLSeCu2bN7PcPwjWLGf+7YKDzKBN8HJ0uMEeu07FRNCvh3quXOrDmm2/YkCvZEOLj1esVBBbas2fTwf4TyWXwswlZrRxYdeIEj+Vy+X5vV65wfpPatdk46XIxzeKvLxHzzgMHyr+Rtm3zXnT4FuNWCO5QAGEA1mfVVxPcGvIMZdWZ0FCihQt9+4giC3RlcqjsIC6OoxKVgsNoZK6ciCY2/IU8EGShqBR0xYr5CjbpeLlyOQsRz25EoiBw8ip/BYcVgltUfp75+rLTBg3i+5NV4ivlU0J4ONGHHxJ99ZUcxUjEeb2lau8ZRt2xxg/JbnLRVP2LlAqLfN9Ll+bw+EAC+OhRzvT3wAPyRmex8CZqtfJ9j4nh38PFi/x7+Ocf2TDdrBk/KWWn8PSlS0RffMERnLehoHC+C27vyQEEN4C+AHYB2FW2bNmCuk4N9yrmz5cLD4eH50/pMo+HK7xkznttMrFmlqExejp0UAtFqbK5ZBz1505ntXLx3xkzZE3anxeHRFdkN0UqwI/7v/3GAjM75wmC/9D6YNXfDQYumkzEqWQDbTKB5jeb2df+5k0ew+XifDQKA2V97GKZixT62vgB3Wj3dPD8I0lJXNFd8k5RbnQSDSN9f199xcZoi0WmwKS+NlvWHkREvPEUL87j2mz8myhgFLjgVjZN49aQL9iyhVOrZq6RmB0cP+5bUefbb/0L088+U/dTpmYFiD74gH2VpRzTmSvpSC0khAX7mTNcEOL99wML1kAC0N/ngwf70hu5yR+SVQsLk4syt23rO5/NlvW8RiPXwjxyhDcwxbHpeIbCEEuCIFJ4eOBCOUTEXLSUkCvz5mOzcT4X6enGbmctWfm0ExYma+dWa/a47cOH1fRZtWrZ/bXlGzTBreGehSiKNHDFQCr5dUnqPrc7pbhS1B0++0wuE6bUmjLc20SA3BDIIwmkNWt8J/n4Yw4Aeekl30f4xEQ52yAUFIWUW9xiIRo2jHn6QNy0P9pDp2N/aKuVx/jwQ0pu1YHEnPDm2dGug7W6dVnLzRCCYm7H9HPdIkDRQgn64KWrdOK4SPTjj0TPPsu0xhtvsNCvXJl5a6m4cOZNYfhwNnQ2acJPIMWKsUH04kVZyOv1RK1bM11Tuza7gErweNjoPWaMrzC/eVMutmE2y9RRAUIT3BruWSw+vpjso+yEoSDLSAuN3jha3UGpeen1Mle5YQORXk/vYCwlwEFOGMgJIwvZ9PQceTGkzv6LUgQbJcBBCQih6937+WrLwfyYK1Zk4S15ZQByaH3LliRarZQOg1pwKlu9esG1X72eBV2JEuoqQ9lpZcp4r0UEyAOQC3ry2IKE9Wd3c9HpWGD++qtsfJbS3Eobaffu6mLEJhNfj8nEn1WrJl+7zSZHVs6axX79Dz8sPzlkxrvv8jnSvVFGZX74oSz8Taa8ldHLJYIJ7jwlmSKilnk5X8Otg0giZh6YibFbxuJy4uXbvZxbhrjUOO/rdE86bqTeUHcoUYL9gAWBk/JLPtgtWsC1dReOoxpE6GCCGyaks9+yzcZ+xIsX+5/U5QKmTQOmTAHWrsWmixXQxrIF/fEDnsAifGIa4+tznJDgf6zQUODCBU6+RCQnkEpLA65cAdavh5CaCj3ckMoaeKRXUgGK/fv53EDweNh32WwGzp4FevTw6UIARKMfn+YLF7zHhYxmgAdCSrL/uQL5oEswmeTiFjYbJ6XaulX2pxdF2X+bCIiLY9/4ihX5XtWowdfjcrG/fHS0PJ/TCfz7L7/u0YMLN6xfD5Qq5X8t//zD86an8/dz7px87OhR/g4Avm9RUYGv6XYgkETPr6Zp3LcHg1YOIvsoOxmHG6n42OK+FMI9giRnEtX+sTZZRlqo+NjidP7meXWHEyc4rWerVj5akygS1YiIpniEkBsCJQt2taZcrJj/STt2ZG0vIwe222ih0YaP6TKKUSrMlGZ0cIGGrHJ7SFplDjRg1npzyWlXq8bFe0NCSDRb6FLvweSuej+9IYynx7GIvhPeIrdibBGgeNgDa/r+Wvny6qcLvZ61fMn1sHNn2SgrJY2qXZs135AQXx57yBDOb2Iw8DlhYeokYkOHyhq6VDN0/frs/XgGDpSNnZk17vXrZUN05crqtAYFBGgh7/89VP+hOmEoCENBjtEOOnS14B/1Cgoe0UOXEi6Ryx3AhSwIDu5z07Ba82hh+bcp5rtZaj62TBn/J/kxajoFs9ptUKICcssv+xHYIpAzIZq5ZVrLbl0Dql9fpJG6j8kDQTV2PBw0F/+jB7CFDuL+7I1vs3FCr8WLZc+bOXP4niUmcr1If37jgsAGzLlzuSkF8/btas8fQWBqZeBA2R4xbpyaEuvfP5s/HA97/owdK3PciYmcl+biRTaEb9yodm0sQGiC+z+IQSsHkW2U7Z7XuPMEt1sucWW1cn6T+fM5J0jJkuwKd/as3F8UuTVtmrPkTpJWbTSyn3Hz5oH7Kqva5FHQexSvMx9Ph0AT8SrZ7USJ8E0RWwbnCRDpKoqSJ9iGERnJiaUAoogIurzuKNW530VWi4fefFNUx7hcver/vhmNfEzC6tVsEN64kd9/8om86QiCugAxERcGVgr72bNz93u4eZPT9IaGsra9ZUvuxsknaIL7PwiP6KEZ+2fQmM1jKDoh+ratQxRF2hO9h07eyId6knnB7NkcyDNhghwxd+CAOlVr/fqy8fKFF1iYm0zsvTBtmuwXPHcu0ahROa+oo9fLVeIDBNAQwHPmxLfbT/NACEqpOGGgGehB0/QvUIIQ4hO48yA2kgkplI4ATwxhYZxK9eRJlbb7Yuh80sNFAJFdn0qbNmaKTpwwwXcsg4Fd+IJB2hwA/h4yGxzXrOFKPn/8kfvfyPz5ap/3Z5/N/Vj5AE1wa7ht6D63O9lH2ck60koTdnBu58Mxh+mRaY/QYzMfo9Oxp/N/0r172U1Mct3bsEEdMj9zJn9+5Yr6EVviUVu18qU4lO8jIpj3zCxssxspWaoU0dKluRPKen32uHOAnDBSKkw+2rIIkEswkhs6Ev3l6h43ji416kxPmJfRXHRV8d6qfitWEO3eTRfDdbSlDChND3peN4N0cNOzmE67UI8utunpSzU8+qj6qcJiIfrll+Dfab9+/B1aLBxQkx+5S/z9bpT53keNyv85cgBNcGu4LbiWfI1Mw01err3EVyVIFEUq/lVxEoYKpBumoyrjqxAR0ckbJ6nf4n706dpPKdmVnPtJpcrkDgeHN3s8XG1FIVR3f9CLGv7ckBr/0pjOvPG8LzVhtwfPV51VGLjZzAEnRqPsipe5T9u2OeerjUa+rk8+kV3ujEa/9IMbAnXBn1QPu+iLsJHkbtSENciSJQMHDUkpbk0mTgY1Zw6R1Uo3EUrPYgYdQRV5zRYL0YIFtObxGmQbAgr5EPRnNd4UrqIoJWeEsYsWCwcfKTF1qtplsEEDNfWxbRsbLBs2lNOvut1MXX33HVFsbO5/H1lhzhzeuD/8MHDYfQFBE9wa8hWiKNKglYMo/ItwavprU4pJivHbLy09jUJGhxCGgvTD9NRscjNye9ykG6bzCnPrSCulpqdSkTFFSBgqkGWkhZ6a+1T2F7N5M2uv0h/ZfffJAsFqZYPY+fNyVXa7nYqOLuSdv/TwcF9N2W7nkmi50YiVQjYigigykkRB8Kv1+rwPRo9I3O6RIxzMI20eOl3A8/ajNv05cIs38tyLM2eyVxQhI1R/mO4zMsJJZXGOLqE4c+dVqhA5ndS+F3+XTfqAEo0Bru/BB9UFnadPlykqo5H5bPnHpTZGli+f/d/CPYZgglsrFqwhx9h2cRsm/DsBN9Nu4t/ofzFk7RC//cwGM1b3Wo2Hyz2MJ6o+gfnd50Ov0+O1hq/BZrTBarDivWbv4WrSVSS7kkEgpLnTsP3S9uwt5NNPgUcfBZ56Cmjfnv/Ua9aUfaHdbuDdd4Hr14Fjx4Bp00AHDyLOnegd4rqQBlSvzv7HNhv77LZvD3z9NVCkiHo+f8Vx9XrZL1mJ9HTQzZtwxcRBIPL6YEtwQvaZJgBnvpzHa+zalf2zM4OIfYmXLgUeewwoX57XbDIBoogE2HETod7x3sK3aIYtGD0hDM7vf1aPNXWqnAtbyLwyBdxuID0d7XRr4IYBUSiHajiGNaaOQJkyQIkSqJZihyUdcOugukbVqHv2APffD6xbx++7dwceeIDnrlKF86dLOHVKnSv8Ria/fA2MQBI9v5qmcd9ZWHtmLVX+vjLVmliL9l/JXUml1adXk2O0w6u1VvquEiU5s+/nKooi7b+ynw7HHCYiIrfHTXV/qkuO0Q6yj7LT0HVDszdQZKRaw71+nT0DXn9dLi4LsKa9eDFrb5Ur0y8/vkKWERYyjzDTmC1jOKFUfLw87tmzbAxTarIGAxsvlZpkgwYkJibRudqPU5K5kI8Wna43UTwcfjP2HUMVSoKVUmGilwy/05UrnNTu8Q5uehGTaR0eUmvb0mvJH1ryfAAoHXo6h7I0HEPoDXxHG/AQ2ZHIy4aTXjZMIVq7lq9tzhymkLJZF9MDga6iKH1h+oRsQjI9UnQ3pbd51Hs8xQh6/d2q9OiAwnQ6wg8XrqREGjXi72buXDnxU5cuar46c/Ugf2XN/iOARpVoIGIBKYWHYyio4ncVsz4pwDjtprXzjmMabqJX/n4lT2tLdiXTtP3TqMOMDlRzQk2asHOC6vjnmz6nquOrUp9FfSgtPSPXc5s2LJwFgQWtkidVZoSTUnpK70uVoqibUXQx/iLnqTAYiCwW+u6Vg1S/PtGa+gNJlIS2VMl94ECmKDp35lD0jh2JoqNpb7PXKQ0mSoaVXjP+Qukhhbzn7Xv4DapmPkOz0c1HqCeYCtOwRn9T12bRXnfkLl2IDAaRAKL7cZBSkYVwFdTBMk4YaD9q0Uzdc+TIENw6pFNPw0zmlZcule+DwRDcsyVjzHToyANQMqx0+cnX2N+5eHF134YN/dM1yvB1ZQa/jHWnwUQrzR3p2ozl8vfWq5dsCLbZCt4lz+Ph+qQNG7J/923M2a0Jbg1ERJSankrCUMErcMM+D8v1WNsubFNtAs0mN8vz+oasHkKGYQbvmCM2jCAi1vCV+Ui+2JThOhYXxwmJnn+eMwAqIRVfCAmRI+8kgWI2s4adnOwVJuvwMNmFJAKIPjB8JSf4t9s5n7Xk0VCtmlzJ/NIlcupkw+AJoQot1neWtdXQMHrn0cNUxJFKLp1CCJcowe6FkktbbCxRaio1aCB3OY77sg648ePv7YFA11CIni65gcrgHJXHWTpbqjnPMXy4fI7BwIUIlMmYlJ4zOh0lGsIoHrLLY0zYfXzvMgvpzB44oaFs4Bs7ln3j27b1fVrJ2Gim4TmKCHF6ky3Srl3Mcet0/L1evco7WoMGRMuW5fk3liWU9SLtdi7ScJsQTHBrHPd/CLujd8Ogk8uMVixUMVfjnIo9hSUnlqCwrTAcRgesBis+aP5Bntd3KvYU3CTXa/x88+cAgMtJcq4Vp9uJCwmcPwPh4cD48Tj2zUfoe/wrDF0/FKnpqXysf39g82Zg/nz+f8wYmc91u5nH1uu9vHUU5HqU49xvYlelZ4AKFYABA4DDhzmnRVoa89CtWgF79wJWK/R6HtMDAamCBR08S7zj6BLiMe5AW1xLtMA49VfOtWGxcK3DF15gfrdnT6BYMSAiAqMq/AorUqCDB2VxwZsbJCCIAEGAx2xFGkxIgRXXEQED3PgjuiXOW6rhTKkHUX7HHKBQIV4/EZ/qdmNJamt0L7oO24t2Aho2lDl8kwno3Bl7ft2Dq0IJJMCBZNjgTHBxPhCprqQE5XurFTh/Hli7FnjvPaBzZ2DVKmDcOK8NgTK66uGBGS6keYxYujTjw969OW+IKAIzZgD16nFOkd27mf+/fj3YHck7zp6Vc5R4PHwtdyICSfT8aprGfedgd/Ruso2yeb08nv0z5wEGsSmxFP5FOOmG6sg2yka9F/amM7Fngp5z/Ppx+nrr1zRs3TAqM64M1ZpYi47EyPmxY1Ni6XTsadpxYYdX25bcB4mIEtISqMr4KmQfZadCXxSi49dl7TrZlUyFvijk9UjpMb8H/fjvjzRu6ziKj48hiorix19R9E2+v2ABa+M2G8XaSlE582UKsbspNJTTMXtRp45ay7RYWKMnIpo3j1KLl6PYEveTx5/bn17PWufPP3MllcxaslJbNZnoOiLoGCqrNG1l6lm/UYylShF9+imlQ0/7UZPSYFS77X33HV9/3bqqMVNhps5YQHY7UczGI/JaDAbvDdi4NJH+fHY+Hf19B1GxYrQRD9IoDKbtUFSJlwpyVqnC4eIS0tO5Yo1UleiHH4jKlCGnwOu7hsJUGcfJZmPnICJSB0RlbjYbV7e/lTh5kjX+0FAOlsqPoh25BDSqRIOEz9Z9RuFfhFOjSY3ocmLOi6VujdpKoZ+HeoXrA7884D129NpR6jCjA3X+ozOdjTtLRETn4s6RY7RDRYEIQwWq82MdIiJafnI5WUdayTrSSl1md6F5h+dRsbHFqMK3FWj7he3esV1uFx29dpQSnYmq9Zy4fsK7GUnuhZYRFqr5lpHi7HoWXI0acQKhRx5hwWC3c6i79EicUcwgBVba4mhHpUuJVKeOQkbExXEubqOROVubzTfN56BBKiEj0RwXKz9MHkuQogMShSMIPtV4pIRSHgjUEqtpPR7yS50kWIpS24Zx9EfbX8mNTDSGzcapar/80m+61TnoTiEhRDsGzqHzpko0Dc/RAaE20aef+nz36ycdJ5uQQnqkkw1J9C+Y2xF1erpwIVMeppQU9sW225lLX75c5XbpAegkKpJOx6m4vXj6ad8N1mzm6+jQoWA457g4oh07OG/JbYQmuO9huNwuenL2k2QdaaU2v7fJkXdHbpCQlkCRYyLJMtJC9lF2+nrr10RE6sCaoTqq9gNXDJl9cDY5RjlUmjSGgsp9U46IiOr9VM/7mW2UTaWJZwep6alkGWHxGX9yXZBbyPjjdzi4TqXTydzyjBkcqedHu0uHnsxIJUHgNNcqbN1KnrFfE+33442TEayiHCsRDvof5tNRVA2sRT71FGvMVavSFMMrVAMH6RnMpIQMbxSp7UI9+h6v+3qu6Iw0V3iKriGC4uEgDwRyQUfp0DGvXrhwwPwnaTDSAPNEqlo2hY6ZalIobpIdCWRDEm147mcuFqwovPzZZ/LpJqTR13iHPBDocWEJWSwip/f49QiHn//5p5wSQBA4WjLT/U6DiVq0UMji9evVRmSHg+jzzzlx1cGDcjqCs2fZSNyxo69t4x5CMMFtyIJJ0XCH449Df2Dl6ZVIdadic9RmTPx3It5v/n6W503ZOwWLji1Cj1o90KhkI+gEHSoUqhD0nPi0eHy++XN0qtIJ5cLLoX6J+uhYpSMAzv8dkxwDyvgXFc/5ixuWbKjirQFAgIB+Dfqh4aSGuJBwAXpBDw95IJKIQtZC3n4xyTGIio9C7WK1YdKb5AEWLwbGjEFU6VBM61UHgh9f5Bt2AW49oHdniIHChZm77dmTO1y+DHz4IfPcKSmAwQDSG7AgpSOcZAFI7U68bx/waJemuHGjKQbHAyNqZ5qwe3fg2jXmxD0eEAAdPDiImrgPp7zd0mGAERn3w2pFYv8PMbZqPURNW4e57geQChtOoRKKIBbjDe8wHw+gDg5ghaUzKE2AILHEERFwxafjSXE+9BC9fPh5XUVsqtQbXfsXg3FAX597I3HMp9r0Q5u3XsWo9xtgtqsx3NAjBQ4AwNezSuBp6gR8ImDGD8fQpn81tGnDpgKXC9DrdHhY3II9aIx1+keQlsazf/RKDNbpHmH7g+QrbjYDderwPT94kL8PAEa9iNVTL0IQSnO/zZtlftlgAD7+GPggw3ZSooR8AY88Apw+zePs3+/NGf5fgmacvMuR7knnRycABEK6mJ7lOT/v+hl9/u6Dv0/8jR5/9kD1CdVRY2INjNg4Iuh5nWd3xjfbv8HU/VMxec9ktK/U3ntMr9PjlfqvwG60w2a04d0m7wIA7ou4DyufXwmTTha8FQtVxMiNI7H78m7EpsTCYXKgWuFqmP7kdBR3FAcAbL2wFRW/q4hWv7dC/Z/ry0bHM2eAp58GNm9G5PylKDJ0DNLcaap1mvQmXH2nL3SPZQSKfPgh8NBDODjzAOaXG4jYWg8DV69ysvxp04Djx4HNmyEsX4Zd786CycQ2xO+/BxAbCzz7LF5vcQgxMQSPB/jqK7ZhqSAIbFDLEFYCgE14EKeFyohBMbihhxMmbMRDGN14IQ++Ywe6DKuHL78Epp9vgTRw4I0TFpw3VITYpq3KkHfeXRq6DeuBkiWB0qWBgQNh8STDoBDaZLWhwifPo9egErAvnOX3e5SMnofWx6Ki9TLszljUw14AAkIRj7/xONbTQ7iCEriC4ug2oCRQvDgeGtoGq/5MwMiRwIYtRjRIXI9C+9ZB1HMAkgEuRNIVvgc3bgB2O9ILF8NiQxeU+OkzTHhhJ1CtmncdOoNeHbvUrh3feLOZN9m2bf3/EC9c4HtNxIUUMhtL/YEIeP11LnDxyCNAYmLW59zJCKSK51fTqJJbixRXCj005SEvbxyXGqzqKqPa+Go+1ILkaqfE/iv7afDqwTTrwCwSRdEbvq5s/5vzP29/KRPggSsHfOZsNKmRioc2Djd63xcb61uw4MnZT3qPh4wOoaUnlvKBDRtUGdxWVwDZRtro4d8eploTa1H1H6p76RslFv8tkg3JFIJ4Ko5oiitRPeD9uX5dwdd26kRkNFJzbCLA47X3nTtHbHQ7c4af9VevVuUw8QC0QHiSnnnaQ1unHqXtaExpMNERVKUvwkYTvfgi0erV1Nq2lRrgXwJEAkSyIZEcSKBtaMK+4KhFibDRNDxP7cqfIM9DLUi0WMhpL0QnSrdUGzF1OqYW3n9fXczXj491Iqx0DmUzqBiB3BBoJdrQGjxMbujJghRv9/twQj63Zk0fnvnXXzm2qU3oDjqP0vQxhtFxVCY3dJSis9FidCSAqeorK/dzcJTZzGvNjD17uJDz3r0Bvx8aNIivz27ngJ7sYPFidfmzjz7K3nm3EdA47nsf6R4OPvGIniz7KossKA2GEu9MRBR1M8rrO20bZaPxO8ZT37/7qiImpbbi1Iqg88WlxpFuqJyfRDdMR5W/q+R9bxxupCNXDrFPdunSRC+8QO8te5csIy3e+Q9ePciDpaUR1apFV8KMFGsGPfI8KPyL8Cw3rE6Pi17ZE4qbtFD3JBUqxHVkfXJ5KFGtGm0qC4rsVZ10IefIZEqn0aOJA0Psdua127Ujeu45tXB0OLyJ/lO37KJkWL0C3WtA1OspDSZKgo2+xZvUAuvoMKpTLMJJBCgFJjqOSvSEbjF98NAmcgt6L+fdE79TOZylNGWQjs3GeUDq1ZOFucNB6QPf9wotEaCdaEQT0U9lyHTCQI2wnRaiM3kA+h09yYQ0MiGNzqC8PIdez/y1P8TEUD/7dLIjQZVSNgUW7+mlSgUoAenxcNbGb77hENKssG8f0e7d2TdWzp4tc+56PdGAAdk77zYimODWqJICQrIrGR7Rk62+HtGDnZd24lTsqaw7Z+Dg1YNwjHZAP1yPImOK4PzNwP6nvev2hlGX8XirM6BaRDU0Kd0Ey55b5u2z/+p+6HV6AEBKegpWnV6Fnx7/CXO6zYHFoM6lcSnhEgAgOjEaNSfWhGWkBa8uedVL4by9/G2IkB9n7aki6uyQuQaLwYKEmVOA334DLl4E5s7F8NNl0LN2TzQs0RA/P/4zakbW5M5mM94Y1Qyl3xVRbIgBto5dsPPlnQi3hAe8XiJC5TqxsBq5lqEbBizWdUZcHNOqI/wxRJcuAW+8AVSsiO5PATEVj0IcWB6Gz8LwwYci8MknQHIykJrKdQ1Fkf2UAcRGWNFgZBkYNj+CzrM74/PxNkQgFmVxHkdRHXrpXnjYj9mOFPTHRKzEo7gfRxGOmziF+yDCgCo4hb/EJzD6UBfoyOOlOZpjI+IRhpEYgjhkXHtKCtCvH9dYtNuRbAjF20nD0fXr5ticXBcAIJQsiYRVO+B4tgugEzABr6MdVuIn9MMllMIXxk/hMoWil3E2kixFkdS6MyoUVdSX9HiArl3hDIvEoQkbMGcOVY48CgAAIABJREFUu1mLIrD3YlHMtzyHZIRgNxogDWa4jRZs1T3kPf3KFeDLL/3c7/feA/r2ZVqrQQO57mQg1KkD1K8fPNeKEl26sE+4wcD35/2s7UB3MjTj5C0GEaHP330w/cB0OEwOrOm1BvVL1A/av+OsjtgctRkiifjhsR/wUr2Xspyn+7zuSE7nP7AbqTfw3qr3MK/7PL9932v2HsIt4dh5aSf+PPInjscehxAr4GDMQVQvWh0AvAZLi8ECnaBD9xrdIQgCHqv8GH7p9At6LewFAqGorSj+V/1/AICP1nyEY9ePwUMezDgwAz1q9sDuy7sx/cB0xQUC3y8DSiV6sPQ+PfRWTjZVQ19c5irT02G9kYBJ/Sf5rP3czXOYfOB3uIk3wUXHF+HVhq+icuHKAe9n93nd8Y95OdJb90eN5O4oU28/Zi9oCVxi259PHd/0dA5IiYkBDAY46+oB8Hxem0Lx4iwEMhIxYeFC4K23gCtXMK6FG+fPzEW/fR7EbD+Bz9dWRjoMuIjSeA0/YS1aQy+X/AXABXgNkPnx+3AayRmGQoCAuBsyjw3gjFAGZ6gidBBhNguA0QEkJbHw9nhAf8xG885lcAC1QNBhDdrgBKqgZHQ02lyZCcx4Dgujx2HQ+peQAge2ohnKIgpxFepj3ahodGgQA2O5chyUc/YsqEoVCBmG0jiEo0HCdsS8EYkUEKw2AY8+CixbBq+Rsg1WYYjwJd7zjIOrei3YzxGSkwXo9d79TY1Fi3gjBNiuEBUFVKrk9zvNFcxmYMMGvkfp6XIisrsUmsZ9i3Eo5hDmHJ4Dt+jGzbSbeHfFu6rjg1YNgn20HTUm1sCF+AuIio/ChvMbkJyejFR3KkZvGp2teTIbJfWCPmBfnaBD3wZ90bR0U9x03gSBIELES4vkDaKYoxj2v7ofHz30EeoWq4spe6dg7+W9AIDnaz+P2A9isa/fPlx45wLCLGEAAA/JTxSCIGDJiSUYsmYIRFJo2+lAzwNAuwtG/HvpMfzW+TcceO0A3i+yBydtaXAadRAjI4FXXvG7dpFEuEXZS4VA6DKnC6btn6bql+hMxIpTK7D27FosPbkUaWIyPE3H4HDbRlhe+GWk9qmEp4p+iuKRIj76SDmBCDz8MKuGGRXHf1pugFlvhlFnxPgO4/lJ5PvvgXLl1OeVKAH8/juEcuWx6Qczxi4145NlOujSPRlrFbAPdfAT+nmNjgSABAGk0BwJQDIciEMhpGRkERQyPk8HsLMkEF55PUKRgDAkwOxOYqGn03Hk4jPPAI8/joNCHUgP1TqIOIOKXM19zjxAELC84mtwZYzvghFPYBFOnCB0f1qHH+/7CujQAXA6cSCxAnZTfe8z03x0w1UUQzIcIPBesXix7EQCAMVwDf3pBxhEF9qfm4TnHzyP0FCgaVNg8GA/X2yHDizRjUaOMC1Txu/3nycIAvDtt/w9FSkCzJyZ/3MUEDTBfYthNVq9lIFO0MFhcniP7Y7ejQn/TkBKegqOXz+OgSsHorCtsFfoGnVGVIrIntYxpu0Y72sBAgw6A+JS44KeUy68nOp9anoqqk+ojpkH+QddNqwsFh5diO2XtmPduXVoMbWFl+4Jt4SjTvE6MBvMICJsjtqM1hVao1xYOegEHZ6s9iSSXclwepyqOZ62NIRQNBKHK4WiS4UdeO2f1/Dw1Ifx+7lFqNafUP0tPdoOrYjvz8+Dy6N+XHa6nWg/oz10mX62ae40vLrkVa8LYqIzEbV+rIWn5j2FTn908ktRkQCkPDIKFwaMRblyQELidfT58wW8NLwhaNs2b78kI9C+4TOI1n2JJT92xo5OZTFtGti98NVX5QFdLqBGDQDAW8W7oUwCYQLexLcYiK7ifOh1BB0IiQjDH+gBEvQQTWakwoYWpu2oX8MF56ejAIcDKFkKX3bajGbGf3EBZVWh7+k6PSpFF4LzegcIVqasBE9GdUlR5HSpvXpBEIAhGdl2zUhDMVxBA+wGAPyLhgCAKxfcsCMZobgJO1LQCUsACEgWrdhOjYDVq4HGjfFV/7N41jMdh1ATcQhFJGJkl0QI0Ok4a6tb4fWZDBvsGdSUAMJPg84gPp5ZpbAwn68D+O47YPx4YPhwTgNrNvvppMCff3J4/Ny5wfsp4XTy+K6M0H1lOtm7DJrgvsWoFFEJI1uPRIQ1ArUja2Nix4neY27RDSHjT1Jy5XOYHFjZcyValm+Jbvd3w4z/zcjWPOvPrYdO0HnHmnlwJop9VQy7oncFPKdtxbboUrWLag3Hrh/DS4tewowDM0BEOHvzrFdjTnIl4YedP/iM88m6T9B+Rnu8uexNlAsvh/SP0zHtyWl4oe4LsBls3vwo9xe5H5+/+w8G/PYU6vdIxElPDK6lXMOJGyfg9Dgh6oCzIelYF70ZA1YMQL2f6qnmOXD1AK4kXYFLZIEgXS/AGv7NNHa83hS1CbGpsUhwJSDVnYo6xeugepHqKOEooRqvcJKIqO1LMevL53HpvqL44ZlpKL5xr6qPWwd0LLcZtk+H4JHL8zH+SjdM7LsP584BOHBA7mizsR+3x4OQwaPxPsbiMwzFb3gJf6ELovWlEacrjKdCl6FUeAquFK2F+aXeRnNswWZnY5w6Z8Bf9w8BEhMhRJ3HyCmlcPGGDVXt0ar12EQP7EhBfKwR04oNUmv9AAu9DIwYJuLgz1sx+JHd+APPwIw07EBjRJzYDtHmwNrVHnTBQvyBHtiN+vgMwwAQrEjCRPTnjeDgQYza/zjO6KugDg6iuCkevc2zkQ4DBAEoHuHExqovY2utvl4FBQCuG0tC1+IhHA5rhs4hazDkjXgcW37O57fjhV4PvPQSc9zF2SUURN57qsLq1UCvXsDvvwMvvggsXx543MxzKCmS0NDsnXcHIteCWxCEyYIgbBME4eP8XNC9iHebvosbg25g76t7UTZMTmbUuFRjPF3zaQgQEGIKQd/6HCzRrEwzrHthHWZ1nYUitiKBhlUh3BLuQ4+ki+n4cPWHQc9b+MxCnH/7PIw6IyhDi3J5XOi5sCdq/lgTPWr2UPWfum8qriZdVX02afckJKcnI8mVhC1RW5h+IYLNaMPiZxfjz6f+RMx7MTjc/zAi7ZGITor2Cl+ANwyz3uzdQCQcuX4E2y/KRRXKh5f3CgerwYpOVTrBbrTDpDehVEgpXIy/CIA3S4m2segtSHQm4lLiJcQkxcAGEwQRqBQHvHLYjFr1d6Jf/Ew0egU4WhR4cyeQZGJawi0Ak+sBO51nYfGkAABE6FADhxAbC0RXfRguMwsC0eMGXnsNZDDg8qo1mCo8j1TYAQAPYBsKp1+BSUzBlIRuOH6zKB6IWYyjUXYcNXEkDxFQtCiAc+fYR7tUKSS27ozJyU9jAZ5kSgXAj+iH7piHtWiFX0t9xiqsElWqyK9790bNgY/i0y3tcSmkBkLMbvxd6EXcF7UOzlQPUsmC3/EiHsc/qITTWIs20OuA0WUmwYYUSAsrRRdQrx67QHfvDriNVrgyfM47pP+N5iemwj7nNzxo2wurlfewRx4RgNWr0cc6C79feRQfHO2NMo/VBPbuhdPJdEmXLsCmTTyNxwN89BHQvDkweTKYf2nYkO9F2bJstJawe7dsvHQ6+X1WiI0FNm7kIhIVKvAjwoIFWZ93hyJXglsQhP8B0BNRUwAVBUHwbxnSEBSCIKBPvT6wGCxwepzoPq87DsccztVYQx4agjYV2qiEt07QIcIakeW5p+NOw6j3reJy5NoRVC5cGXYjCyADDDgYcxClx5WGfbQdhccUxrT901C7WG2vVh1iDkGoORT9lvRDk8lN8Pisx3Hs+jEAwLfbv8XsQ7Mx5MEhCDWFQi/oIUCAxWDBnG5zkPJRis/m89exv7yvi9qLYu0La9GjZg+81+w9zOk2B8ueWwYddDgZexLd53fHspPLUKVwFczvPh8dKnVAmCUMx28cR4IzAR54kAIXPr3/NZys9xv+HfEqXDoRSWYg2Qj8VRVwmgS8OLQuZjxRHv0eM+H9VjaEn3gQTr0NCQiBCya4HmqLRYuAcuvPond74NsHgF1F3aCEBAgAfnEOhIckzxtCWVyADiKO4n6MwzuogcO4jBJ4GeNR1HMFgsDMgN0OVK5jQ6ErR/Cj60U03fU93sL36IVpeBvfYK7QAwOFb7AEnXAAddH7f/Es7fR67EFdPIvpGHHiKVlB/eMPICkJQnISnkj5AyfP6DHiE9f/2Tvv8Kiq7f1/TpmZZNIIvYTeI2JEQAQRpQoKiCggHVEELIAooiiKglS9oCCoIKIICAKC0qT3XkLvhBZKep1+9u+PnZnJpKDXn/fq/er7PHkIc/Y5Z8/JzNprr/Wud6EiCMbOAG0OQZoLRVXRdYXQUKh3n0Jy31fZVXcgRrAVgoNRXx3G/tcXk7R8G336SJspGwYJhme+L62u2806dws+/lhGPbw2sUHCasw4iSAdq8hCfDWXd4akM3WqzEc2bw4rV8L06TL8vGuXzPGe+XCpLIxyOmWx1LRp/g9F+/bygYWFyYKdDh3u/AG/dk0uaJ06wXPPySzqiROSmfI/it/LKnkY8AaXfgEeBM55DyqKMgAYAFChQoW85/6DXFh1dhU2t6wKtGgWNl7ayF0l78o3zuVxsefaHkqGlKRGsRp8uP1Dfjr7Ex1qduDNB98kzBLGmp5rsLlsDFs7jKWnl1KreC0+aftJgfc9k3iGviv6kuXM4v1H3g8IO3ihoOBwO9jdfzezDsziy0Nf+hKDbpebbFc2/Vf0Z3LryWyN24qmaDg9Tq6mXeWrw1/5vN5x28YxZusYsl3ZKCgMbjCY68OvczPzJkF6EGHmMF+Cc1yLcb5dgq7qlAsvh2HAnK9d7IhfT8dHw1nQ2V8RePTWUV8AONuVzea4zbSt3tb3EzEhQu4kBDkZPoXj3Ia+fbk3biv6xS9xepxY3RDjLErGvEksbNebCxcFz3X/HvGTzu2TT/NYmfP89OEx0u96iG/qlSIkBNw917GwnJOFwLpvNchJ3+Vm2VqwE8NhTlGLB9mBHQs6HupxiE/EYByGxiRe43hyHTq37MT1zOKAylCmoiCrKAF+oAshXTtiWxQMSHtln/MdnFsCHg81OcvDbCUxvTifTc7i5ZEhUKMGxpmzCAFZZapTtizw/LOwcD4cOMDU6C+5VbYnaW4T3e89RcSN08y60JJJk8L40PUZzUsOZt16FaVrF/j4Y4QheNpIxOmUcwoNVbirY11YGQeAtXuXgLA/QL3edRBz5R/IUE1oMz9jrPEF8WI239ETt1t2nuvUSTrZIBeF65kR1PRexGSSsrReREfLMNXu3dCoEVStWuBn3Ifly2Xy1m6XF//uOxnr/h+Gkjsu9ZtPUpQ5wCdCiFhFUVoD9YQQEwoaW79+fXHgQOFx1r871p5fS+fFncl2ZROsB7Ol7xYalmsYMMYQBs2+bsaRm0fwGB76xvTlm9hvyHJlEWIKYW7HuTx919P/1n2jZ0RzOvE0AhnSWNN9DcPWDcNtuDmfch6H20Hp0NIceuEQJUNKYhgGRSYUIcMVWCqsKRrNKzdn/cX1AL75DPx5IMn2ZFRUSoeVJj7DH6sNt4STNjKtwHkJIRi3fZwsvxfSeHe8co7vXb0wSu8DVfBG02FMaCPJ1ycTTtLwy4a4DTeaqrG6+2rql63P/KPzCTYFcy7pHBO2/gu34QLdCW4L/Sp+wCuPt2Lzpc0oCQkcWTOXNteCeGbEN9BUco4dt9N4r9p84jPDWWrpTrceGrNnS9r24MHyu++K2gDPPAGqh7tOPMau5esII5NkitKCDRyjLrU4xX4asJBnGMInPopfW1axhSbEcIJYYsgmBAUPArnjMGOnKCkkUBwTbp5ocJ3BH1WjbVsZqlUUiI14iIpXZKxBAAYKLsycsNSjfGUTY4pOpe7uzxFCMD7ofUZNK8WAHOkSt81Fo6YmYmPB4xEUFcnc0spSwnOTFKSRvFeNZd99g9AP7QOPBwMFCw7cyN1ZSAhkphtSe1vT4OGH/bzqceNYOfkMJ4s/RPtOOhWP/EjoxpU+nZIEilOSBN91evWCzz+XpxctCqc/XU+xnm2lN1+qlNQmCQn5tz7jPqxdK7W8s7NlHOeLL6BHj993rf8iFEU5KISoX9Cx3+txZwLBOb+H8k+S83fj0WqPsvipxWy5vIV21drlM9ogGwwcunGIbJd0SX44+YOPreH0OIlLjfvV+9jddp5a/BSb4zbTonILnyAUSE+146KOZLuycRkuigQV4fALh6lcpLIvhPLg3AfzGW2QfO+WlVv6DHeWK4tjt47RsFxDLqVeompkVTpHd+a5lc/57lc+3E/1SrGl8MzSZzhx+wRDGg3htcavEV0iGotmIcOZgdNw8vPGJIzu20GTlMcvDn/uM9zRJaLZ+9xeNl7ayANRD9CgXAMaftmQ47ePoygK7Wu058MaW3hjf1dE2HVIi+LEkqdpcvsu3Iab3TNdDLmBrPPb0k4K9ZtMWB5pzDjnRdy6ysiYTVSbOReAceNg0SJJBVauPoT58uO0am6iT6NptFx1hfLOczzMVjIIo3KVWZgefIc3Euz037AdXKDjwo3OWh5FoJJiKoXmowtq6JoBisrwwW5eXPoEM+I7UcyURp2kFLo2fx+nUpKXXoIRI6D4T/1gyAEECobNhoZAw0Edx0FiTh/mDDURzAQUsMOgQdJuNmwIzZubcoloKaQRTrbHTFd9Kd9qfSinXGe//V7U/X7HTg2yMOGuH3jr2DMoiiykefU1lc2bW1K7NgwNkddm3z4+H3OD4a7PcKRZGD/NzZmLPQmtGeFzq00lIymRmkYJEriqVGXJEq+UY44m2MQR/qRkRoZsaBAd/aufc0Dqz7z7rkzcLljgb/68eLH8vXv333advzIKK6m80w/QG3gt5/cxQPfCxv5T8v7/jxRbiq/U3PyBWTw6/1FRdGJRET4+XBSbWExcTr0cMP5a2jXx/fHvxbmkc77XZuybIYLHBvu0Qpp/3bxAvRLeQwR9ECTiUuJ85564dSLfGNP7JjH74GxhGIb4+vDXwvKBpcBr9V/RX3gMj+j8fWehjlFFmSllxJXUK+J6+nURMzNG6GN0Xzu1oLFB4mD8wYCGD8Fjg8WDPTYJRpQQjFYF75jEI3NbCJvLJowCyp2znFlCG6P57h8+PlycPy9EcIhbEHpDBFndokWf3cL8vlnwHuJ6aC57YTLJFl8JCcIw52qKUKKE7/q9e+cyL+Z0QdcnhHWcVey+skeMeSVBmHBI3ZHwK4K35PO2jEIMegyxV20oItS0nPMN0YllYtnEsyKUdKHiFipuMeszt3A4cm5mtwsRESHm0lu0ZK3owHIRQbKIiBDiwQeFUPGIeaGDxGm1phjFGDGVl0QmwSKFcHGG6qINa/JKlIgiIU7RqqUR8JqGS1TmvOjAj2Kf5UGxcvJpcV6rEaCD4gGxvsYgYW/aQjjbPC5+nn5JxMQESnwHBQlx9KgQ4pdfRDttrV9iQM8Sq1YJIdavF+7K1YSjVl1hTJ0q3JZg4TQFi4xHO4sgi39OZrOQGjG5L966dWBT4cJw5UpgO7b27f+Nb9pfC/wHSt5/BHopivIx0AVY9QesIf+gEBQJKsK6nutoXbU1ver2YlHnRVx85SLreq7jwisXApgqcalxRH8WzXMrn+OeWff46IBOj9NH6xMIgk3BBd7Li0xnpu/397a8l++41WT1VVPWLlHbVx6fl2M95/AcUmwp/NDlBzyjPcQPj6d8RHleX/86x24fwy3cPk/c7rYTnxFPvTL1+Pzxz2lcvjGDGgxiw9dNmHr3TupbetC7Tj8up13COs5K9GfRLFiSSc+ekiwghGSb1CxeE7NqJkgPommFplStCiuWazS5pzRPPakx+m0VXZObzfdbmfBYzLJwpU8fiIxkV8o15pmbM1YZyQE9muymjXzvZ/hwySLTg+wQcRmqrkNVVC6lXmT0tOK89exNOTDiCgh5D4cJDlQtQeSwZ3EYZnScBJPNMNN0nuhiRosIxUBDKCpTP9HYuVPm0u65Tyc2owrHuJuG7GMjLXFjwpluY+8OFz35licz51HTOMNIJrGVR7hBGcLJoAbnWMaTWLCBj3NtEJJ1m7iDib4uZQAedC5RiZV0pIW2hWbV46mqXgrg+KQTSt2zP2DavhH9l9VUefkxjhwJ5G4LIcPOPPIIHaqfxEoWOi6wWKhXD37MbEnojXNExMUS/+7nqA4bA12fUHztd0SGuzGbZc5x4kRg9mypgujFrl0yqfhrSE/3t2DzeGT16/9B/K5QiRAiXVGUh4FWwCQhRMEBy3/wq7icepktcVuoV6Yed5e6O9/xSTsnMf/ofJpVbMbPz/wcwP5oFOU3KInZiSRkJbDx0kZcHpcv4bn4xGLql63Ps/c+y7ex33L45mGii0dzIfmC71wFhRBziM9Y2z126n1Rj1cbvcr4luOxmq0+zWyAlpVbEhkcSetvW/N649fpHN2Zrzt+zbzYeSgo/HzO33cR4MjNI7So0iLgNZvLFlBRCZIFk5ydzKSdk2hbrS07n93pOzakZ3WG8A2dvu/ExdSLAJw+WIy+C8y4HJLFYDbDI+1vMr3tdEZtGsXNzJv0uFvGMrdskZrasbGQkdGQtdPWsv7iepr1fAjtJRWEwP1Qc9q3hT1xB0i3LUUIC++LUYzuthQv5zU8XNa4xLsvcKFZU0xmnSJBRXwSt29/XoHtcbBrX30c6ZUIKhWHw+lm6DoHay6cQcFARcGKjRrqeVzWCDIzc3j0QiEuDtq1dmN364BGM3ULP9CJAXzpi49bhB0XOhW4TBAyZKbhJoprBOFAzTHUOm5CVAcly5hwXE8kjAziqIQnRX7tdR2CRRYuj4o9J/LpQeNGsTqM9ExjFGMpSzweVF5nCrMYLJdlYRDFlXyfVUWBffugUiWd7nuHsqZjOievBPHOexqlS8vwjldu+5QjilNqFIuNrjiwkJAi6N4d/vUvGeOGkpIvOHMmTheYBCim/MynfIiOhnbtZCmnrhcijPK/j9+VnPx38E9ysnDEpcZRd2ZdDGEgEKzpsYaHKj4EyIRk+wXtWX1edlEN0oMY8/AYRjQZke86v1z4hU6LOoEiY74nbp/A5rZhNVn5qsNXdK3T1TfW6XHy89mf6fNjH5+hfqr2U2S5slh/YX2+pgeqotKicguSbEmcTz7PwPsGkuXKYs6hOdg9doL1YGIHxvq0QhYdW0SPZT0CRKVmd5hN/3v74zE8CAS6qnM26SwPzX2IW1m3UJGaKKHmUFJsKRgYWDQLh144RM3iPm4BQgjCx4eT6crZDewbjLbhX3ickkutKALu+xLx2As+pkmwHsymPpto1S6bzEvRkFkaXYeUFHCoSWT06UaFVTtQUTjdaxwfziuLx+FkATkNF8wZvD35Kh0eiKZbNymh4S1ULFLuFit3nqNemXsJMYfkmqd0Do+fcjBn4xZqJ03k24PbaeXZzl68i61A1wR9+qpcvgw7d+YYNeFBReDJ8amKkMILzOIiVfiJDjgwE0kqyRSlEnEc5D403Niwci+HaaFv5RujJxgGa4t040nbdzgcClYyieYUB2jgm6euCc5TlR89j/MOH6CYLdxb18MDZS4y6ae7MFAIwkY5rnOB6sxkIL34FpMumKiMZJr+GlYjk26vlCQzE776StKqrVZo3FhytL3/v3QJnnpKvk/DgMpBN5hR6xO6HH2bTCMETZOFkLNny7lduwadO7g4dsSDXZgpEZTJloNh1I7+DaJSQsimDRERvz+h+RfAnZKT/yQV/0RsuLgBj/CQ5coi25XNkpN+Uajlp5az4dIG3//tbjtvbniTKTunED0jmtJTSjPvyDwARm8eTbY7m2xXNqcSTjGu+TieqfMMn7b9lC53dQm4p1kzUzS4qK+QxaJZqFa0Ggs6LwhojOCFIQx2Xd3Faw+8RtrINCa2msi55HPYPdJ10lWd88nn2Xd9HwuOLaD/T/0DjDbIUvWVp1cSOj4U6zgrM/bNoEaxGtwYfgP7KDtb+m6hWaVmJGQn4BIuPMJDtjubUZtGMWv/LCImRBA5MZLoz6J9QloAVFuDqntQFA8gEEJBxPaA23V8Q1RF5dH5j2Lr0Alero5S+hhFi0KmuM29H9ckaukG0mxBtLEto+WXXSjruMQTrMBKFhouLEoQO3+MpkkT2cPB7fYRI0i/UYqGpR9EOEOYNk1ykW026XU+/TS8946Fs+ubcbZsGqpHpwUbCSYLLzfR7VGZM0dGAWrUkNfVMBjFWMw4sGDnA95mEm8QQiZd+J5BzGI1bYgghTgqUZmLtGQj1ThPMkXp7f4KDAMVwaWsUig55f42gkkiIufe8g2E6TbKeK4xhE9JJZIUdyirTldh9U8GBiqgYMfKBeSiPIiZ9GUuZyIfYGijPdxwFyfOKM+khH5UriR8GmF2Oxw+LI02SE88Pl42bW/aVPZS+PSHMrQ5OJ72XUNQVahSBcaM8f9pBw6EA7EmbCIIgUqCI5zXR9zZaAshRR0zsxQZZvkNRtswYOxYeOghyWr5X8Ff0nALIRixfgSlp5Tm8QWPB8Rb/y8ht0qg1WSlcVRj3/8znZnoSmAky8Dg9Q2vcyrxFLeybtF3RV+upV+jfER5n0yrR3hoU7UNCzov4Nl7n/W19dp+eTs1Pq1B7em1CdaDGf7AcKLCo2hbvS2jHpIqS5vjNhc4z2xXNtP2TvOxWkY2GYnVZCXUHEr5iPI899NztPqmFf1+7Ocb44VFs2A1WXn+5+exu+24DBdD1w71xd5vZd3inc3vsPb8Wl+s24tlp5bxytpXSHekk2pP9dEXIUePpfhVPANrQcmjeDnUCAV0OwjQRBAh5hCcHiceUzqYM6nx9Dx+XH+Lez6/m+uuJDIs8AYT2MwjXBfl+EQZSkUus4wneV8fS/0Y6Tm68jQWCg6WtRwWi2zUMnKkDAWwji45AAAgAElEQVR07Ci9bZtNYLMBhsKp7Gb00L7iXg7RiN3kRXY2xMaKHMaJiQSKE0dFbmrlKKamUoxELlGVSYzgHWUcA/RvsClhgEI6RThAA7II5V11LA+zxRcq6WQsJdTsJJw0grFxiWp4+98oCszqvQOzVX5uVASq4cGaeZsH2IWFbMjz9zDjoCjJfJHQEdv2A5hcNlSXE/H99zxW+yImk7+BTVqu4GlWlvS2DUOGrE6dgscek6HoBQvkYnj2rFRbTUiAunX9UrFeKIp85oVBCHmPqlVlxfy2bYWPzY2vv4bx4+Xf+NVXYePG33ben42/pOHecHEDn+3/jFtZt9hwcQPjt4//s6f0H0G9MvVY0W0FA+4bwBePf0G3Ot18x56+62miS0TnS/blxenE08x6bBbtqrejeHBxXB4X9315H4uOLwrIQrdf2J5zyec4nXSajos6kmRLokxIGZ6o9QSh5tAAeiBAqCnUp3EtEBy+cZjx28ez//p+KkRU4PzL59nYeyPd63QnMSuRdGc6TsOJruoE64HfsPvL3R/QM9It3DT7uhlD1w2l9bet2Xp5az6j7b1vXtVDFRUFxZcMNcKvILp1ghInCVFSqRE9FhzhsOwbKu5Yxez2s32Ll9Vs5fW+tVmV+ClJ2UkYKrToDaeDS+DK4SZrVjMZDVvRpl4ib61+kJQMky8Bp+QsDtWrw549MGuWNC779kkv02aTBqNJEzBZcqhsqpsixfawou02uprns9fagiZNFCpVkkbOZAKzWXC3coK1PEoUV/lB7cYrT15n53eXeabuSRJMUWyp0p8SN45zYGU8j4+IRrX44726Lml4kSKJ5XQijooIoGykjXOHMvlpxA6Ghc8NfLYCes9rxfM1tsgL5MJUhhJFfC4hKQkDja/ozywG0pL1vqN2m6D/kFB+/FG2dfv663yX5NKlwiWwc0tqf/ihNOx5j9euDR9/XPD5AMePS7q2wyEXipF3Vnrw4fRpf+GPEHD+t0vg/6n4S8a4fzj5A/1W9CPTmSklSOsNYObjM/9DM/zrYsmJJfT+sTcujytAMtWLMHMYiSMSMWtm0uxplJhcwmfoFBTCLGHYXDbGNR/HqE2jfMdyJxoBhtw/hI/bfEyLb1pwIP4AHsPD5+0/J9ORyfBfhmNz21BQKBdeTsaghcGMdjMIMYXQc3nPgHt2rNGRzZc3k+YIzFdHhUXhMlzcygrUObkTVNSAsItVt+I0nL5YeV5Y3NBh5iyWJA3AHOTBXX8qWuu36BLdhfjMeJpXbs6+a/v46dxPvnM0RePR0BHs/GAcNptCkyawbp3f8CxfDoOeSWW1ozkxHGF5SGN66nM5FVuFShXl4tGkiQwNgNxyr10Lw2esZ+eUWD6IW00LNrO9SUWO9zhHkNnEvn2SCx4TI0u+NeHixbFlifQksosHaMkGbFixWmHZUkGb+1M5dsFKu0cNEjPMDH1VZfJkJUB7SdfBcHuwkoVAYbXpCR7a/qEsD09KIlarRyOxC7s7MMFnscDlRbsp9dLT2DPdvJ89nMbGDnp4viUdvwiTopATXpNWVsfFjvB2DEqfSAYhXFRr0ru37IXx9dfQv3+gx6yq8OSTsKRgiXgfhg2TIafcbBWLRXLQ//Wvws+7ckWGYGw2WQv0+OPw44+Fj/fi5ElZfKkociGNjfVrXP3ZuFOM+y9puB1uBw/Pe5hDNw4RGRTJ7v67f7UD+f86tsZt5Y0Nb3A94zrlwsoxqdUknlv5HOeSz+Ubq6DwZO0n+abTN1hNUpXe7rYTOTEyX+NckOGKt5u+zQfbP0BBQVGUgHFm1cyanjIxuv/6fkqElOBkwkm6/dANh8eBEIIISwTZ7myf1GqEJSKfcQZpCAUiH2ME4O6Sd5NiTyE+I17uBAowvl60qtKKvdf2ku6UXQ5UVNb3Wk+/lf188q0FoVOlflSK/YrPzg/HUedz+OF7uPYAz3aP5InXV9N9WTdf6E1TNMyamXqlGlDv/FJSrhdn9GjpUYP0xBwO0Cd/iGXCe8xs6OKNVrJTe8faT7Gs+0JAenhz50rj2bevNAA2lw1zkBXNG8EBlHPn+GhFNV57LefvqMiKwa+/BuW9d2HCBP7leYWRygScbg1FkY12xrwnaFTkFHvTawEqFtWFYjb5GBp5oWAw6HkPM9ZWDeiAfjjyERrbNgWcFxwsGXOhOWrDBw9KL3T79sJivgINDy0aZrA1NtIXxwZ4tp9gTv9dDH5FZ+ahhoCCySSTuZUqSVG/yr/yNU5IgBYtpJSIoshzFUWWxS9adOdz582D996T91q48Lcb4Nu3pZcfE1OI5OyfhP+55KRFt7Dr2V1cHXaVa69e+z9vtNPsaTy24DH2Xt/LtfRr7L2+l7bftaV0aOkCGyIIBF8+/iW9l/VGG6MROSGSrw5/xSePfpJPYc87/nTiaYoFF6P73d0pF1Yu4LimaMRnxKOrOg+Uf4BqRavxwbYPsLklZc+kmfAIj89oq6iF5h08wlOg0QY4dvsYt7Nu07BsQ8qElSlwjBebLm2iZZWWBGlBBOlBDG4wmBBzyB3bvykoBIc6+PhjCG78FdiLQPRi8JhZtAj27Tb7krK6qqOgYHPb2HV1NzPOvcZ330nv2emUMdZixWS19bYdGooueKsFOHQwdDcrzi/2XevwYdlYpUEDabQBbl4LRsnV2V4BnJdvMHp0rr+LkAm7QYOAMWMQ1+O5+sJY3IaGrstrtWsHZGRgpGfh/boKw5Mv5p4bmq5y/baJ67f88QoHJqZqw3G55AKjqjKmPHcuDBkimXexsbJrWI8eMgzUpk3BT7nTUzpD3o3M10Sm7Q/P4mzehkmHWvAxwwAZCrpyBS6ccVN5z0K5SuVdcVwumY2MjqbE7PEcPSo95/r15cISHk5gs4tC0KePDMls3vzvec0lS8reGX8lo/1r+EsabpDKeSVDSvpU5/7qcHlcfLz7Y4asGeJTw/utuJJ2JV9Sz+VxERUeRdmwskQGRVK5SGXMmhmzZqZ+2fpsvryZlWdXYmCQ6kjlxdUv8v2J73m76dsE68GUCytHCWsJrCYrT9V+iuVnlnMj8waLTyym1z29KB4s5WJNqolyEeUoFlyMl1a/xKLj0q2pXrS6Ly7t9DjJcPrL3QXijqqDoaZQ7i11L6Gm0HzHnB4nMaVjSMxOvOMz8QgPq8+v5rPHPmNZl2XMi51Hy29acj3jer6x3sUqKjyKsc3HciXtiuSxR1yHOt9Dm6Fk21xUMh6hReUWsiWbFuRL/gpcGOZUhJDV1QkJUqHObpc2pdv2F4kr2YgiuexNhCUCRVHYsMlNq2fOMGpMJg89JLnimzZBnTrwqj4NA4UjxDDe/A5FH2/ki6d6YRhSxjQrC9bsK8YX8yy+EIOqSvmPR58Oo3f4ckpwGx0XA8qtvmOfAbdbKu/V4hTpWiTHuItIUvgmsZ0vvNKvn6TczZ4N334rxz/8sJ8Jkpbm10TxwmKB0aNluOORR2QjGa/xVjDolPENZmcWoWQxEOmuv/CCfI6iR0/Z1eill6B168AJT5okH8KpU7IB6Pr1mM2SbXPypGSk3J2/xOFvjf8Nq/g/gFfXvcqcw3Owu+3Mi53H5aGXfYp3hcEQBqn2VDZd2oSCEsCY8AgPC48v9I11G25GPjgSi2bhxQYvsv7ievKGubZf2c70dtN5v3mg8tmknZNYfEKKOWa5sjh+6zgJIxLIcGRwJe0KDo+DpnObku3KZu6RuXgMDzMfm0m2K5vV51bnSxB6udh5Y+VeOA0nbau3ZWX9lVSZVgWXCDz/q8NfBehxe2HWzGiK5isesrvtnE8+z66ruwIWjrwQCIoFF2Pf8/soHVqaPdf2YNJMUs/F5IDiZ0BoOIOusvHSRgxh+HcMOe1ltIzKBIUKatdSKFMGiuTqPZxJKDEp23mj5mGWG88iEHzR/guynNl039oIe++LYOjYv97Bpk112L5dhlmmMZAl5qe47Y7E7VShgN0QSENbqZL0GL2G0+32x3nX/aLwizKOr5rNo1bZdD62DSQ4hyOdt8dAbmS5LIzucIg5K4r6tMG91/bqlJw65WfMZGbKGP3dd8udgNPppz56Y9Rv51QiHTkSKJEtULlGFFFcQ6BwkSoAzJghvfcnnE/yned7KdC4YwdPtHNx4YqJDz6ATrNn+9+szeYL76iqfC4AM2fK3UGzZpIFkjf5+XfDX9bj/iNxLf0avZf3pueynneMj/7/YNvlbdjcNl9899eEn25l3qLaJ9UoM6UMY7aO8SXhzJqZEtYS+cINhjDoeldX3mr6FhFBETxR64l8glQqaoHdzvvF9AvozL7q3CqO3z5OmCWMosFFef2X131hkGxXNtuubCMiKAKTagro75gbNzJvFGi0QXrVn+z9hIe/fpjI4MiAYxpagUYbpPf/UeuPCDWHEmoKxWqy8kStJ6hWtJpkqjhCwCjY+CXZkuj7Y1/e3/o+z698nixnFrgt4AyGuGbweinevNAEpyfHSuXuB6aAp8E06n3Qm23bhI+mlrvi2m6HjHP38mmdw2zpdoSL2xsS2WAdCa5LYM4CczpGo8kcOiRlnr0hk3hncdyGRkFGO5QM+jObp1hCUqLBrFngcQtUPD4GixdCKIw615dmS19hyY9mkpIk9zmv553bQzaZILROJTIJ7PSiabKBDMhkoNUq5+tlyMyZIxeF3H5Bu3bSmHuLFydPlouT0ymNqMUCI+pv5mStziymC22VdRQpIo/bbLBcdOSquRqYTFwNqc2qX0ycOAFdu0LmrTyL8kMPBfx382bZZWz/fpm4nJ6/CdPfDn8Lw93q21YsOLaARccX0Xxe8//IPXrf05sQUwghphCKW4sHVPwVhJkHZnI1/SpOw0mK3d8bMsQUQpXIKgFjTaqJSkUqUb2ozJql2lM5l3SObnW6+eiCwVow8zrNo3Ro/uCey+MKMKCaqpGUnQRA83nN2Xp5q89Am1QTnWt3BmTxSu4EYkHx84KgKiqZrkwupF7gdrZfK8KkmlDVgj9yCgoD7hsAQu4uVFVlToc5lAkrw/74A6jLF8DEFJiUCDcKFsDfdXUXE3ZM4HjCcTnvzJIwZyc0mQLWJNKMeCnv6q9ByQXBrvSF9F/dgzNXEn3xX58htCbyUVYMTdfrFB/8NL36eHAllwYlx8B6LJAexdWr8PLL/gRnYVAw2M0DTGMIX9GPZ5lDVhZS6Q8NEdDTXcLt9jd+AVkcOGuW3B0EBcl6k1dekXNWVWmQr+ePLOHxSL75m29K7ZWdOyUL5Ne82BUrZOP1Bx+U3Xq8i5PZLI3qxCVVKLphMe3TF3AmK4qYGLlIACgWMxEjB8Fbb9EudJtvp+Bywae2AWRixWOxSj2BHH3trCx/Zxzv+7bb/2DKnmHIrY41597JyX/gxf9z+FtsOC4mX/R5h3GpcQghfNzePwrDGw8npnQM19Kv0bFWxwAPtyCEW8LRVT2fR1vCWoKjt48GvOYyXCRkJTB512S+jf2WCykX0FXdF1IA8OChTsk65MWLq17kswOfBbxmCINqRashhOBs8tkA715TNXZf3U3rqq0ZcN8AFp/0N2O9EwsEpGHuG9OXVedWBehve6GgyLJ2e0q+a2mqxswDM/EYHlyGy1cpeiPzBg6bCgkvg2GSCcf1k6B3GyyaJaAZcUA4xVAguwQ0+NxvXL3vwdsy3c9uk89QeFg4ozqLtoVj1mXvXy8FznhgHBQ/CaoHT/Wl0L4HLPsONo2F+p+j3KhP0IFR9JgsQ7inC0hzKIr8CQmBl55OoPrc81iEg7d5n4V4pUYNgnDgQkfHjW5SyXZbCA6WicPcOkvBwfJaWVn+cMe8eX5JP48nf+FQbkyaJHcWWVlyl+A1+EYBueXVqyXN0e2WFaS3b8v5ZGVJu/fRR/D993LsxIlyAZk/X7Jsbt6ESZMUItq+CsC1qYHXfotxbDO14OWeabSb8RgCheefk+8lNJR8eYHnny/8PeXGkSOyE1zLln7WTIFvbNkyuS04fFgSyadM+W03+BPxt/C4+93bjxBTCKHmUHrf0/sPN9petKjSgj4xfQoMV+SFWTMTZg7DarJSNbIqJtVEiCmEIfcPKdCzTchO4N0t73I66TQuwxVgtEF61WO3jaXmpzV5fMHjJGUnsfDYQmYeyM9/t7lsjN02ljRHGu2rtw9YZOxuO3uv72Xijol0Xtw537m6qhfYLQfkArPjyg7eeegdXyVnbjgNJ8n2ZF+PyQhLhG8X4Tbc2N32gIUsLi1OGmazDXq3AsUNEXFgvY2CQr+YfoXOBXcwLP4Bfp4J66aAoQV42bqmox0aBB9kw4QkiHsQXBbYOgrhMeNwyMSYonhPynUfVYA1ETQ77BkG009Tcsd8Vi618vrr8vuf22CGhclreI1iRgZMm1+MRLUkLnR+4CmyfTFoBTtBhJLJa0ymbXsT2dlSW+VcHmboW29Jnnnue/k1tmXMOpBCl6egxhBcuQJJSTKh6nAUbLRBes7eMLQQci4HD0oDPnKkNLJ2u/zxMmfKlZN2ccqUwAY2+ZtiKWwztSDqlSfBYuHkSUnn88biTSb/ole58m/rODZ/vmQI9e4N994r7XKByCtveKeV7i+Ev4XHPfOxmfSs2xNDGDSt0PTPng6rz63mjQ1vkO3KJsQUwoctPuThSg8Tag4lWA/m2O1jzDo4K+AcgUARd15wvMnMS6mX6PNjHzZe3Fiolxx7K5ZSU0oB0LFGR5afWY7H8GBSTVxOvczI8/lLzyyahf739mde7LxAzZBcOJ14miFrhxQaG/fC4XHg8DjyccG96ocqqk8PBQDNCT3bQMUdoLmoElmFCEtEodRDVDcUuQyplSG2D6RHwdNdQZPzqhAUzcVVU8EwgycY5m1Be+UuPKrHVz3vcsnYMgjY+QZU2QilY6WXXmkz1FkER/oBKrduSWOWW8vEZDIwwuLJSC0BWPB4/C6+U2j8MHYRt979CcVp4Hf/5fE0IvlQGc2O4TIksWtXYDKwbFlJ48tL0MgNs5kAnnVgnL2ALccdruMsIC1ht0vGR164XNLbV1U5vwMH5DMZOVL2MGjbVlY6ep9T9erSW68r+yYTFBSYFM2dJA2680bWhxkz/J66ywU7dkCrVgUMfPxxSZH5+WeZNHjzzd92gz8ZfwuPW1EUHqzwIA9VfOg/5m3/OziTeMZn2GxuG6cSTlEypCRWkxVFUXir6VuMaDyCIM3/KVVQMGkmQk2h6IpOlSJVmNhyIuNbjPcVvXjhMlxsiduSXzY1589dvWh1Dt44iNPjxOlxsuTUEtyG1MVWFIWTiSfzzVlB4efuPzPn8JxCjTbIBcbpcf5qWKWg65tUE49Xfxz7KDttqrbJOwCqbpLtxxRBfEY8n+77tPALak7QskB1QoVtKC1HEaM/g1kzU6dEHV5r/BqIXB9/ofJAxkdM+vIClSsL7r7by9jIMabZJeDzIzB/DTitgEpI2esEB6tYLFCvnvwxSh2CJ3ug3T+TqF7v4qn9jVwcvG9DkbHkuqOe540rrzOetzhvrlng51IIeOMN+XtaWiD9uVQpea1XX5XGzGrN87iUO3OZdZyY1TtQUnLBYoFCUhMFwjAkM6VCBWkwMzNlSGXiROktT58uPXhdl01qfvpJesVeVK0qOw0VLSpplbmd4lz1RHdEgwZ+qqLdLsM56ekFDNR12a3Y5YIzZ7hJaWbP/u1aJ38W/haG+78FIQQTdkwgZlYMw9cNL7RY5MnaT2I1WQm3hBOsB/N17NdETIhg6u6p3Mq8Rd1ZdZm8a3KAxykQVClahU19NnHztZtcGHKBosFFWXF6BcGmYFkRieILHWS5snAaTp+xNmtmFj61EGO0wQfNP8DlKXhLqCgK4ebwfK83rdCUZhWbBWiO/B6E6CGUCikV+JophN739Gbao9Mw62YiJ0ZyPOH4Ha9jc9vIdmcXPkABunSDBz+ETn0IKXuNuc+/ysSWEykSXITLthPU6rQUr3utm90MbN6O1/vW4eJFhaNHZQIuN3QdlIuPwoQ01IkZdCwymsmTJT1t82aoUTcFo+n7sGcoRlpZblT6GCpuB8Xjm9SDD0LcrWSOqd/g2DIUnGG4nTqFFTBfuiT/dTgCvU2LRVYYDhsmDbzbDVFR/uOlSsnG6Pk9VIGCh3cbrsMcXPiGO/c6kpFReAilINjtkmZ47Vqg0fXG4rOz5esvvyxj0DULyOMPGyZDOLGxUmnR22ThxRd/2xymTIHy/g55ZGXlNHkoDJpGSor0+ocMkbuCefN+273+DPxjuP9ArD2/lrHbxhJ7K9bXFb0gVCxSkXMvn2PJ00uoU7IOl1Mvk+5I581Nb/Lz2Z99+ty5YdEsVIyoyJC1Q/j57M/svLKTIWuHsOf6HjKdmT5udfe7ugfEyGsVr8WKriuIGxJHl7u6YHfb6bWsV4EesYLC09FPs6f/HiKDAml8265so9SUUoUmXa0maz5xqYKQ5c7idpafaaKg0Lh8Y75s/yW7r+1m0fFFpDnSuJByIeC8QsW2sorD5SZSFTAvLJnQ7EO4GYOCwqwDsxi2bhg7ruxg4s6JnK7TC7p0wWQWvPKSie7d/dc4fjxQ4S4qSuHYMenhhlp17rkriFdflRWWixfLEu1jcfE4Fy6A+AaIs21xn2sBUfuk949AUSTVsFc3K4phhiJXQHXknzcyrquq0kt8/nmpbx0eLpNswcGSxbFpE5w5I4260xkYSklOlufExeVV1VNA0XhjRwd+Wa/Qrp008vIZu3mez+nFN1hMeS21QNMEui4XtLwevqrKhS0sTDJmipBCPnVBc+AC8O23BbNecsNmk2Eib+I0MrLgcYmJcOiQP6RjNkPPnv55ut2/zvQ5eFA+y+xs+TN//p3H/5n4x3D/gbiafjWgDdeduNzFrcVpXbV1Ps2OGsVq5IsPd4nuwsv3v8ymS5vYfW03g1cPllreeTx6t+EmIjgi4HpJtiQ61OrgKzH3CE+hPOoiQUX4ptM31C5Zm+Q3kol9ITbAGKfYU3C4Aw2NWTUzrNEw+sf0x/iNbpl3fsF6ME/WepITCSd49LtH+eXCLwWOD9KDqFq0KlaT1acvAkB6GZh+Ghb8DPsGF0DxQxr0Zd9Rf/tllp1eFnhMdUH1VbiCrjF7tvTuQH55W7QIjOu2bi1FjKZMkR7ooUOyVH3tWqkU2Lo1qCk1ULxfKcNM8d1f0En5Gk2TPG4hFLZuhc3rgxDzV1G84QYQ+SUNQIZpdF3ea+FCKTd64oSM3ZrNdy68AWnk33tPJljzVpgLIXU5Ll6EW7dyeNgmD6epxetMwoSTJp4tWIOkzrmCh0bKPmZ328CUKTIMnJfpIYQMjbzwZALnqM4tSnGEGCpEZmCxyPlERgZ6wYmJcrdyJ5w5IxdQh0Ma8YUL84/Zs0cmLZs1kyEX79zeflsmcJ96Si6wVarkPzc3oqP9C4vVKkPff1X8Y7j/QHSu3ZmiwUUJM4cRERTBc/We+9VzprebTpGgImiKxosNXqRpxaYMvX+oT6NEQaFa0WrczrrtY5Koikr5iPL5GBWqotLz7p6EmCRDQVM0Qs2hNPu6GWO3jqXjwo6UmVK4RkiaI41zSX7qQq0StShhDYwXZDgzsOpWVEXFpJrY2GcjH7f5mLlH5uIwCvYeC4PdbWf5meXEZ8Sz/fL2fGX0NYvVpIilCM0qNuPwC4eZ+dhMprebznvN3pMDzreVRTaOIrBmOqzNxTMzVBmLPv0EZJZh2y9FiPIUkJgWKtiLkJ4uy8DPJJ5hyuLtpKbmXgUEKy7PpcuSLiw9uZTE7EQS0zM4fNifNMvMhGZNTeC2oKoGliCD6RNK06FWeyxa/vp01/lmpExf4+tLCYE8asPwExwMQ8Z216yR9L20PNpe+b1QQWLxH/ls7+c89mQa0dHS2Ou6PwRy8qT0SA8elF6v06XyM+1pxQbm0ZctnofQFQ8dtZ8Yw3usE63owzyfbnW+Owq5ENTY8jkVuIoZF9U4x6MpC1BVeOYZuUO4eDHwPO9uwOWS4aYTJwKPV6nin7fVKhfUvJgyRT7/zEzJ8Y6IkOddvCg54EuWyHL+X0PZsjImP3QoTJ3626Vh/wz8LVgl/y0Usxbj7EtnOZN0hiqRVQi35I8V50WDcg1IHpGM23D7GBUPlH+AID2ILFcWQXoQUeFRdKrdiWUnl6GqKkWDi9K5dmf2XtvLnENz8CDdL13V2RS3iV96/cIbG97A4/GwN34vF1IusO3ytoCy+oJgCIP2C9tz+qXTvuut7LaSZ5Y9w6lEKZIsEIRZwpjQdAJ9Y/oiEDSf19zfTuzfgED4yvZdhmSK9L+3PyvOrKCEtQRrzq/B5rax7fI2tl3eRs+6PVEVlSM3jzB682jcxU/hY0WYMqHUEf/F06Jg7nZIly6ex2OgHn6eQV1qcCJtFymOFC5dtZG5aBY4wwA4etSgdsPriIqbwNMAyAkL6TaSdnZkiXacJY2fknrgF9qBthxyyaRKb01B1xXeGAEdOkiD9v33sH69/D33piSvLGtkpNRJ8T2fUoeg4ja06oeY8PEMnJlhZBWQF87XirH1cLjvC1AMbOkf0UI/Sb9+OmfPSm2SguLpAoUPlVEki0gMpNOQboNVPEp3yw+EaR6WRjzL0u/keDMOnFgAAxMuXMjF6cSVMExBGthdCFQyCMNmk9718uX55126tHw2770HR49KA/7WW35KYXi4rOacPVsmMgcMyD/3qlVlLN9u9++S4uIkl3zt2vzj74R77rmzfOxfBX9JWde/MzyGh87fd2bF2RVoikaPu3swp+McdFXnVuYtjt46yv74/WyO28yGixvynd+uWjuiS0ZzI+MGNzJusClu0791/whLBKkjU7G77TSd25QTt0+gq3o+rRCrycq+5/bx3bHvmLxrckB4R1M0hBD5WpjdCUF6EDv67eC+svcRezOWUZtGsercKgBf0rVykcrsefd6Rq0AACAASURBVG4PxazF2H55O63nt8Z+5HE41lPS8xpNA1cwxNenZenu7Jg6MCdMIGQsWfUQpFu5//GTHKzXCAUF++bheDaOxvCV0gvJRFENsCRDVjnADeigZ0Ov1nC8GzjC4GQXyRcvBMWKweXL/g5aR47I4ryCqHU1asitfZ8+OYZVc8gwj2JAhZ2od63A+PmTAu+Tj643tKKMnwO4glE+O8XedRU5f17S8QpD+XJuIjOucTy9vK91GQiCTW7qWM6zP7M2ADWRi/gVKmDDG+yWzy8IO7bOPTE2b+F7WwcGaV/iMjRWrJAx+MGD/ZxqTfNztN1u/w5DUaRGdoUKsrQ+d3ilINhsMqG4c6fspON2y2u0aiW11f9XcSdZ13887t8Ah9vB6M2jib0Vy9BGQwvszfhHYdOlTb5ekx7hYcnJJYxvOZ6yYWUpFVqKEfNHcCrxVEDFIMhYs67ppDpS+XTvp79KyVORnnufe/pw9NZR1l9aD8jKzTR7Glsvb+V04mlfeCavt64pGqcTT5OQlZAvJu8RHjQ0qkZW5UralXwiVbmvZVbNGMJARaX+l/UpG1qWZFtyAL1YIPAIDxdTL1Lnszq82fRNXrn/FXb020H9L+tDnR9kfNsRBjNjwVaUDR4Lup5jcBEQnAxZZbG7YWfyMgynDQMPetOxdLynEaunt8JhVyUDpPRhSLgL8Mafdd9MWPwDZHmzeYHvWzYb8P8/KUluub2SpEePBrI1cuPWLal4ajLlGGGPGd9DuN4Ao2HBAh2qKhOCSUm5XrzUXKoiqk6wFUGkl6FZM9nvMT8E91uOcMB1D/E3da56KuU5rmBzmdjvqu17RcfDdh5kMiP4F0Ox+4y3oEwlCx/c8wNrb8gCmHlNZDjE6ZRl9keOwCef+Cs7vbuO3HRDISQDZN8++cxOnoQLF+QO5vp1ePddyTrxIihIhkdyFxBZrZJV838V/8S4fwPe2fwOn+77lHUX1tF5cWcuJF/49ZN+Jyy6JYCqZ3fbmbJrCqvOruJa+jVib8XmM9oAIx8cyY5+O7iRcUM2P7iD0VZQGNRgEAkjEoiKiGLbFT9p9XzKeap8UoVkW7IvjKESqFli0SwoioLT7eSb2G8KvIcHD6VCS+F8x0n6yHRaVmlJhCWCDjU6YNEtvnm4DTdu4fZR++Iz47F77AU2hDCEwc2sm7y18S22Xd5GnZJ1cjFoFDj1BNiKgTMCPEG4PQ6wyF6ThF+FkOuAwB0fLQ3ssa64tw3j7vuTCClzVRq6InHwdBdo/jYWo3jOtQVgQMWtOUY7h9tt+P2eoCCZAAsLC5zz2LF+7vHu3YEFMRaLQNcFJpMgI0PGgP30OSE9fFMm1PgZtr+V/++oSEMVYLQBfvpCygJsfwu+3A8eMzabbGSQFyFkke6w4DHUX014enGCOsylH11ZlNPf0r+zcsTFM3q0ZILMmCF7THbqBN26yfZjycn5OeFWq9QAzwuPxx8Tf+EFKSOQliZDKXFx/nGvvCLj3Bcu+A23yyVDT0uXSs2ZgkJM/8v4XaESRVFKAT8IIX61DPH/Qqjk0fmPsu6C3HOFmcNY2mUpraoWVIb1+yGELCoJM4fxzNJnWH1+NSCNpEAQpAfJrb3b7jPcuqoTbgnn7pJ3s/PqTiyahZ51e/Lt0W8BWdqeVyRKVVQ61+7M/CfnY9JMtJnfpkA2R9mwsrSt1pYNFzeQkJXgM6wasthHQfHF1r1QFdVX9GNWzfSs25M5HecEjFlxegXdlnYr0DDfCbm9dF3VGVR/ENHFoxm8erD/PV5tAN9sBleINHpNJkH1NRB6A4JTJC3v2v2QUgU1rQrGzlfBY8Icaqfr5yP59shCaehVgdUozfhiNxg+woXb44TSh1CzyqNlVsTlyu8216gh49Rms/QqvQgLk1IYLVvKrjJt2uQuv8773cvpjWn1MiMMOXdnGDj9+RJNk+GXAgtK/g2YcGDFxvN8zme8RDZWQCE4uOAScV0P5GU/0VGg7dvF0hsPACpmHESQSgJ+nn61ancWhVIUuSt5+WXJCPEye0Auhi+8II83aSIXA+/rR474+d+VKsmQVG4EB8vFYOFC6cHXqCGZQLl3PEJIYx8amr9Y6eZNuTMIC5NhmLz0x/8G/tDWZYqiRAILgZJCiHq/Nv6vaLjXnl/Ljis7aFe9HY3LN/5N4zt/3xlN1SgVUorYQbG+lmF/BIQQ9FzWk6WnlqIpGsu7LWfVuVUsP7WcUHOoLzEIgQasbGhZ9g/YT5VpVXzG3KyaQYGWlVvSL6YfvZb3wmk4CdKDaFe9He889A52t51BqwZh1sy0rdaWiTsm+iRpc0NTNCKCIuhVtxezD83GEEY+jZTcCDeHU7N4TTyGh5gyMUxtM5UwSxhxqXH8dOYn7ipxFw2jGlL2o7J31NfWFI0gPQi72+4TB9PQ8i0UBSK2OxwcCFG7ocUoWeLufVsKYGiUCivOrQmbICkaAD04m9W/2Gi7qZTvfqqiUq9MPZwJURw9lwgnuqLaS2C93o7M5EC3WtcF7ie6QeVNcKQPrJ+M1wgHB0sjEJ5jd998EyZMKHz6Fos0Fol36DPhrTp0FELi0TTp1d6xS44GD4uNzDAGUp0LzNRe5HTPcTzcPpyUFKm15C3+8UJVJeti714Zv3/pJUhPNzDhxowDB2bcOUnK0FA5vm9fmVjMSx/0IihIetIVK0rD2qKFZIe0bi0TlA0bSmP77bd+KdqQENlVp2gOCWnwYKnX7UVUlGy71q+f1FIBuaBevw7Fi/vH9esnE8dCwJdfSpYNSK+9alUZk9c0GSv/yd+m9L+GP9pwhyM/lSuEEA8XMmYAMACgQoUK913Ouxz+iVhzbg1PLXmKbFc2VpOV7f22U6/Mr64/XEy5yMWUizQu3/gPNdoAZ5POEjMrxmcUY0rFcHig7D5bd2Zdjt0+VuB5ZULLcHDAQSpPq5wvfKIgS+cH3DeAeUfmUSGiAr3u6YWCQrFJxXxSspWLVGbmYzM5nXiauUfmEnsrNt99WlVuRYg5hHUX1hVouHVFJ9QcSpojDUVRKBdWjivDZHIsLjWOmtNr+vS+n6jxBF3rdKXvir4Fhny8CDOHsbLbSlrPb50vRv674JXlEApaalU8n56QaoOAyWoj6aYVm5JAn9kfsvH0flwl92AyqTQu35htoz5G3KgDIjd9I6dprg568UvY+9eWTRsSq8KMU3Ks4oa2r2BylaBd5c4836EuTz2Vn1ftnaDForB+vezidTK/6oAPZrO/8e5vDW/kRcuWsHuX4LHshWymBSlacXr20ujRQ8p3FLYo1K8vDZoQMi5fEBRFGs5OnaTk7AcfwPuBvT1QVfkzcCB8mku5wOORzyc5WXLX77lHeuL9+8NXX8kxoaHwxReSYug955135KIyfLiMpYN8RmvWyF1C2bIy7OKVmU1IkAbem9QtX14uBiCFrUqW9C98RYsWEI76L+D/KzmpKMrnQO6i1E1CiPfvpPkhhPgC+AKkx/3vTfc/i81xm31twgxhsPvqbp/hTrWnEnszlugS0ZQICeQvV4mskk8n+/8HNpeNXVd3UbFIRcIt4T5vV1M0SoaU9I3LcgYG53J73On2dPZc28PYR8by+obXA8YJBJN3TqZZxWZsvLQRh9tBnZJ1uKf0PaQ7/Hvsa+nXCLOEMaTREF5b/1qBc90bvzfgnLwY0XgEH+35yEfvi8+I52bGTSy6hbXn1/qMNsCPZ39k7cW1RIVHcTPzJg6PI1/Xdk3RaFmlJY0rNEZX9cIN92/TSJIwNFgzFW7VxfP4IBgYA2unwcVW1HzgLInuCCaPKcEv15IwasRCQjRGmZPElI5he8JdCFFwqb9hgKP+R6DlzDG+YS7ZWB02jcXlCmEFghVfFDRhv9iTwyG7vnsbMRTWDLhRI/juO9mEIDVVGpxPPy3cS69QQWp35/bAt2yB0FCFJbbuMt7vkcnR+fMDwyEmU+B5Bw9Ko30nyR8hpIet65Lp8dJL8vVx4/wLjWFII9q1a+C5mibf0913+wW7fvxRFsd4Q0hejzj3OR9+mH8eCxZIXZSUFDkHr9EG6bV7E8GqGtg0IyJCFih5F8/O+UUy/3T8bjqgoihbCvO4c+OvFirZGreVtt+1xRAGuqqz7/l9RJeI5nr6dWI+j/EZmX3P7fvVZgi/B/uv72f8jvFsjduKy3DhER4WdV5EliuLUZtGERUWxYLOCygXLhv6fnX4KwatGoTT40RB4eGKD7Pj6g5chgtd0alZvCada3dmyu4p+fpWhphCiAyK5HrGdQSCyP/H3lXHR3F23TMz65sQIQkhkISgCa7FXYprsAKF4lCsRlvoS6G4F2ix4u4UKC4BihMkhVAcAiREIErWd57vj5u17Eag9Gt5X05/+yPZsWeXcufOueeeq/DCy7EvMfLASPwc+bN1P0uTz/3k+9YAau97ktOkGwtqFqmJAPcAHLx/ECITIXCCtcOymFcxPEx56PI4y4AIuSB38CZRS9UQRRHDPxgOCSfBzHMzHY4LeNUGcUnpNLwg5ARJ9zg6nyiKLimVwEfj8HTHGGB0MUCqATQFgSU3gFeFwEkNkA1uBH2BmyS/k2kBkwwFVd6IHnkd4b1TcOZAUcCkAAVZ3qHjsUi5x4htVRt4WQI4uAhcQmVyFZRmkjzRqgFwDtw8TwElO61RqBDQOPQ5vH7fi2gxFKfR0LaRM6F5Kz1CS6hx4ABlvq9cyOh5ngLfZ59RoJo82XG7IBA1kxONIZFQRrxkic3tz16HLgg5Z/xnz9IAYkvmfvEiqWt2ZWteDQ+n1549NvvVFy+ooGj5TJ98AvTvTwVOrZYolNGjXV/XFc6coQ7MNm0cueyICGomKliQsnl7u1mNhp5o3NzoyeF1TLbeFt4qVWJ30ncycAPAxWcXceHZBTQr3gzl/MoBABZdXISvjn4FvVkPDhy+a/Adfmj8Qx5nej0ka5MR/GOw04T0RsUaIaJvhMtjvj76NeZdmAdvpTcGVxuMTTc2IVWbijR9Gixj0pQSJSS8BBqjxupzopQoUT2gOq49v2ZtjhE4AZrxGnTe0hn77+/Pc72f1vgUSy8vzR+3DEDKSSFCzDPQ26OMdxmk6FIcJuXkBh48loc+w8A+HoBRBajjgRZjoHjWAf76OkgMrwSNaGstVEvVMIsicOBn6C72BvyvAr3aAnfbAAd+AoxuAESgxs9A61GkFBFMgFmCr+p/jlnNZ0IUGZTVdsJQ4BbwqBFZuz5oDqQFA6IcN/7gMXLTXJyc+SkgUnDnOA7MP5JUIRpfIOgsEPcBuITKpAZRJgB15gABV4CtOwCdY9eoTMbwzC0MHulPYDRxKIebiEFI1lYGcCZwkOZoTmVxITQaKehUqOBY+AOId69d27XWWSajQP/VV6QGuXPHOftWKIiyOH0aWLeOslcfH/JWefSIMmWdjtbyzTeUQc+e7XidkJCszk2Dbd0KhU3XrVJRcfKLL6j9n+fJhfHy5bz+TyGsX083H8t6t2yhpxr77Pvfivc67myoWbQmahat6fBeSe+SkPAS6M16KKVKq8H/28Sz9GdOA34VEgUqFXLtDP9n0p9YdGkRTKIJSZlJmHZ6GkSIkAkyeCu9kaShNjuBF7C+03o8Tn2M8n7lUbVwVSRkJqB0wdKYdWYWJp6aCJ7jMbzGcMgEGc49PZev9UbGReY7aANwGgpsDwqgZkePbQAPUh5YO0bzgrfSG6var0KH0MI4+Mc+7N6nhRi6DTgyB7q0YnhcZg9gyqAENyu5zTRmAjH1gCtdidOOr0JTayquh63rUgv4ULeoVO8PozIOamMxHP7+c9TKADp35uCTGI646wCCTgFV1gAtPwNSiqNbhS4oXuY/+D1tIyBaxMUc0Qnx1cE8HgLDKoPjzeB4YIjbb0i81Bg7vToAAZF0IxAdPz/PA0E+GhTMiAdv0kIG4GOsxWRMtO3EpLka51r14KAsOXvQBiirPHXK+f0aNYjXffCAstw7d+j97E8FFiniL79Q85BaTVz2ggWOY9YYo+uvW0fct0UNw/POBVDGKKuuWZPoipIl6U8LbWRp/88v1q+3PVFoNKQFb9SIBjz8Cxye3xhvHLjzk22/S2hVqhVmNpuJrdFb0bJkS/Su2Pu1jk94lYDvT34PMzNjYsOJVqrDHmE+YSjuVRyPUx/DYDaglHcpfFjyQ0xpMsXlOZ+kPbHK5hgYUReMhvEWLVAUydpkiEyEp8ITbUq3gYS3/XVmGjLRdXtXq+3r6g6rEV42HGbRjBR9isN1ePAuuxzd5e5O79nDoqG2p1fkEjl4jnegbXiOR88KPRHiEYLxEeOzn8QKKS+FWTS7XAsPHlObTEWHUKo87ZjaDlM/nIrJp3+Dft8y2kmeQZ2Msswsr22iUGCSwyotEQWiL4LOAq1GANf7UddljaVEf5z9Ci28+yPisBp/GDj06kWBaNw48rAwPakPrDoD1PgZQstvUMD3Fe7elsCsTKCGHFEKanunjNbgmwiDTISB04ABWH52B8x7GwNfPgZ4M900spwNOY6CZqdOQOc66eDamMEAaKHKmpDjOGzBBnsKhn521Z2ZHfaT5O1hn83mFtx8fW1KjMBAMnk6c8b1vocO2Vr6798npUlOreUKBWXtL1/S92402p4gGCNKJTWVCp95oXFjom0swVunI37/yRNSsryreN/y/pZQaWkl3Eq6BcYYinsVx92Rd13upzVqceLRCRQpUASV/Svnek57/TgAlPMth0epjyBwAjqFdsKWm1tgEA2QcBIEeQSheYnmWNhqIY4+OIrw7eEOWunyfuVxYxipU4ovoJsHA4OP0gdzW8xF3z19Ha4d6B6IzeGb8eGGD8HAnPhze8gFOaS8FM2LN8ei1otwK+kWEjMTce7pOTzPeI7yhcpjzrk50Jl0LhuDFBIF9Kbcm4bK+5ZHiFcI1FI1JtSeg7mTvbEhdQj0xfaRZnvlWeBlGNC3CVD4GvDKH5BkAupkwCwFt+wqWGI5arIZ9AGQmlVoLr2PiogSPWBQA7vWEwXy3KY0cqlr5kzA6NIQVl2AOd0PkKXT6DMmhSBhEHgBBgMgV5ihrzsOqD+LTK/2rAKiuxM10+IrgHGQ790K/c22AKgwZpkgM7zeH2jybB123imHNehnuXDWn9mCNWfKMqzi4IpLzw0FCryZJrxXL5v16YIFdGNz+IrsOkk5jjjmvXvp58hIomlc3TgEgWR6n3xC9Ig9JBLK1KtVs+m6XUEU6cXzNLV+yhSa1mMyEW/9/Hkucyj/JciNKnnfOfmWcPvFbZhEE8zMjAcpD5woEQuUUiXalG6TZ9AGyKbVktUqJAooJUpULFQRh3sdRqYx06q2MDETHqY+xLqodZgQMQHddnRzanC5mXgTCy5SD3C/yv2gkChQSF0IJ/qesFIu9nCXu+Ny3GVcG3INPzTMnevXm/XQGDU48vAI7r28h247umH4geHY8McGRCVEYfLpyS514hbkFNAt4MEjSZOE3+7+hi3RW1BxbmOsfNUF+tD1gCKVpuIMrQEu6DyEtWeBOQnwXPMQxf39IOElKB47DsrMsgA4yoqPT6MAvWs9sGMrYFACCeWBiAlA0O9Al25AyYPgecr8tWVWA98UAL7xAFqOBuRpkEoE4McHFLQBapBhcgA8zCbBWsTT6wTgwufAxU9tQRsALn8KLL6BSpHnoI9uY/2saWmUHer1wOIzFTEgZQ7W4BPYArIFdoGZMwDFTpJNbfZtsGnIXUEiodmQOYHjqGi3bp1zgW7HDls3pqtMWyKxuf8xRp2llskyZ8+6DtoA3bS6d3ddELRQMPZNTtlx+jRl40olqU0GDSI1TLdulIEfPvzvD9p54X3G/ZYwYM8AbIveBnBAm1JtsCV8S94H5YHoxGg0XdcULzQvrG6BHDhwHAeZIIPBbIDACdaxYwDJFh+lPHIZCNVSNZa3W45Pfv0EBpFUKmG+YagXWA+rrq2CiTn+S1IICpQqWAo8x+NJ6hMniiU7LN7duTXpvAkUgsKxjd+gpgxTmk1srHWH8vQCtA/6BP+ZIILzuQ2lTIm4P4ugfkMTmFHlrPTgTOC+l4HjOPAQYGJGIL4CcP4z4FkdIL0I8HVBujkAAOMgTSmP+jf/wMmTuU+GEQRYh9wajRRI/PyoGCeVksxs7VrSEz9/bncgZwLqzAWkGtRgI3A5KqttP7U4YJJljUKzC86CDujeiTxKLnyWpXixdWEmJBD9MH48TXa3h5cXyeWyo0gRylAZowA6cyapOeyfPFQqojsGDya1iCvZXIUKwA27NoSOHYl3zm4N4AoyGXHc2TXtKhWdZ+NG18eFhtp4eVeNN+8K3mfc/w9Y0X4FdvfYjR1dd2BTl01/+Xz77uzD1N+nYnLjydCN1zlw3SIToTPpIOWlGP2Boy4qRZviwDnbI9OYiX6/9rMOUmBguJV0C6uvr4ZapkZ26Mw63Ei8gaiEKKQZ0qznczWFHqCA/SZB29X5WpdsbW10qhtYFw2D7eRwSWWAtEDnjnFlBgJ7zsCmzSI+v9IKNVbUQLmfy+EqvwxC54FAqf1Ag8kQ/G9bnelKhenRrnQ7dC3bFSNrjgC0XsCq32nAcEoIKVeOzLHrvmQwF4zG8tVa1KhB55DkUCkymwFBYAjotBCSL4shbOxg3Lptwty5RAOkpFAgvXCBWrItTSloOQZo9D1QfzqeNK8LSeOZQHIpan0Xnb295XIBdfxag1enQ+71Eg0bcqhVC2jdmgLYtWt0c1i61DbKjOcp63TV2u7nR/yvJacTRSo+1qplO94iYbTcuNq1c1ZqcBzpoy2ZM8fRPleuOF9TJqP5mv7+Nl6d513PfhwwgJ4AcoLc7iuycOP/bXifcf+DYIzh+avn8FZ6O4wEu/jsIpqsa2Lt7lzedrmV6jCJJjDGYGImqKVqzGo2C58f+dzahWjfoFPFvwo0Rg3uvLzzRuuzDHOwbwO3OPm9jmVrbvBSeKFt6bb49fav1jZ4HjxKFyyN2y9vO+5skgGZfoB7LKD1JppEoLVx4BDqE4qt4VsBALVX1rYONZYLcgd/l87Bg+B+aQrdlEr0gsQ9FU2LN8WUxlNQfdIQGFYetnp0Q5UEwf0lzD1aAV6PIeFkKOFeDkNwFVevMbTq8QS83hsfdXHPWZpXYylYm2GQmDwhW3MJmmeOiiW1mlq8Hz/OmtfYwQNQEOnMMQG1PcNx7tvFgM4DsNqturgORwHQ3Z1003I5yej27nUM0CVLEpVw9arrJ4bYWCrg9elj2+7mRoPQ3dyIfvjtN6IsFAqS+PXsScH0q68cHf9kMlsRNDCQtNMSCa3Bnirx8ACOHLEVPF+8AObOpS5OS/ZvOWdUFA0RTkykImPFirbBwABt79CBaKc5cyjQv4v4W3Tc+cX7wO0aJtGEVhta4fcnv0MukSOoQBASNYn4rsF3UAgKjDk8xloQHFNzDOa3nI+7L+/CLJrx48UfcfTBUXQO64yvan+FXrt74cKzCzCajRB4wZr1Ng1pigO9DsBrpleuxcXcEFowFA9SHsAkmuCn9kOKNgUlvEvgcepjCJzwRgMUXKFFSAscf3QcZpAlrLfK25F7Ty4OrDhPAdXnT2BAXUBKTyESXoLjHx9Hg+AGAICIRxFovr45zMwMCS9xsp11BYVEgc/NzzFnxRMYkgLBGdzByvwKdO4DgKPmGt8/wd3qCeHQYog6N4gdPwJCf6Xts15Qdp4NvMQIsfUg4qDXnATSg5Fb4VAiAUztPgZCdwEc4MsqwD/iV9zQ7QOi+jnQIC5R+ApQcSNaVKyMuEN9cCuacwrOSmVWx6eLtvaSJYF69Uj9UbYsFR1lMsrAT54k75CYGMeAr1TSun18KLDXrm2zZLXsV7CgY2fn7Nmk7c7e0BMR4Ww/m5QEDBxIdNKkSTTI98wZoGVLulmFhND1nAcj540NG0iLXqcOFTD/Tdn5ex33vxBnnpzBhdgL0Jv10Jv11s7Br49+jcO9D0PKS+Euc4eZmdG9PBW0ShcsDQBY1pbkbz+e/xHBC0jTNKjqIPSt3BdN1zWF3kRa9NalWkMmyFCnaB2cfnIaRrMRMkEGX5UvEjMTYRSNuRYFAcq2WdZ/CZlkTnH7xW1U868GjUmDWy9yMdV4DRx5ZHMoNMPs1OqPc59TtyMEog3utAfKbwNATwa7/tyF9VHrMbDqQHTe2tn6lOCl8HJZfM0OgROwZIEHDMkV6Q0O4Ft+AzHr5gC/aODaADDPRzBlugNeD4HQPdabB9oMAn51JF2lUqB0WROi/aLJv8SsQF5qD5MJwK+rgbJtAKkWSdHdkWRUAsh7DB7AgJ7tgALPcUJUwaRMB8QRLq/hKl+TSOi1cSPRIL//Tq3iixaRd8iGDeRTkv1GYMnmLQqQmBgKsvZFUQ8Px2O+/JIm3xw9anvPbKZMPnvg9vWlzkp7zJxps2p9/JjW2vw1DTsjI8l9UKOhn728iK55F/Ce4/6H4KXwslqg2nO8HMfBQ+GBW5/ewor2K3B9yHXUKlrL5TnGnRhnDfzLrixDtcLVcGngJXzX4DusbL8Sn9WihpDdPXbj44ofE8XBRBjNRhzodSBfU9nvJd9zylgZGCLjI187aFta6F3NYMwOJ65cnZQ1LR2ke1baXH9MognLryzHimsr0GhtI6TqU63bDGYD6gXWs9I+rtZUPaA6DvQ6gBLFOStP6+kJ1CobAOvwX7MCODYV2LyXfte7w+pDLXLAqwCncwsCMGGcErIN510GbQv/KpNRtmjxz5AIAqlPrvfLKqTC6TjX+moxS7MOmHgNEHLc5Wc2myk4KpV03U8/JWrh889JY21ptNHryevDaKRAvHSpYxMOzzvyyRakp5Ohkz19kX29HGdz+7N/z/WwB2eULGnLsM1m4vBfFw8f2vh3rZZcCt8VvM+4/yFU8q+EKY2nYPa52UjXp1sVIx3LdEQFvwrgOA7dynXL1wjBhAAAIABJREFU9RyeCk9oX1GA81B44Pcnv6PdpnbQmDTwV/vjkz2fwF3ujjE1xyAhMwFmmGEWzUjQJCB8W7hDcHybvDVA7e8mZnLI6FVSFXRGHQq5FUJ8RnyO0+YBOJtL1Z0FJJYDYmtCXm0r9MWPW9ftpfDCCy09h2eXQXLgcKLvCey4tQMXYy9i+ZXlDkOXf+v5G1qVagWAWrRHjBTxSLYHPfvo0bXOGnTbMAhX7j2hAqWWpH9SqQijvgBwowdQeR3AMaDUAeDYLFiCs0XDPHQosPgnCYYNc+48ZMyW+e7ZQxlrXBxZv+YklbMc5/I7U+pgUqaRXhwAbvR0uZ9USh7WY8aQ25/FYKlUKcfrBgc7Diy4dw8OEASadL9lC1nXWtCkCdEXSiVx9nI5UK4c/WxPZ/TsSdK87dvppjVvHnHa+cHUqfR9RUWRF0tYWN7HZEeLFpRl8zwF/2HDXv8c/xTec9z/MEYeHIllkctgFI1QS9XY3X13voc0XH1+FZ/8+gk0Rg0Wt1mM4QeG436ys2u9SqpC3aJ1rePJLLAvZOY1SDgvfFHrC2hNWmQYMjDqg1Eo5lkMfnP8nM6pEBTwd/NHTFqMy+vx4DGw6kDcfXkXJ2NOurxWeFg4ouJJ6dKqZCtU8KuAscfGWp9gLJAJMnQJ62JV+Yw4MAKLLy+2XlclUePXHo7fd79f+2HHrR0AyBrhQPfjKBNqRsxj+4dTjpp+Pi0HeD2mz5VZEuYFt2E0ZKXsHAMYB45jGDaMQ5MmxKUWK0b658xMR47ZYgj1uv8cOY5434wMmpB+4MwzuokklgOe1s3xOIWCrnnwIGXZycnUrm7f8BIcTIE8Njbn68vlzp/DMvPx/n2yW921i/bz96eC6L9JQ/3qFaluSpYEChf+p1fjiPcc9/8T0nRkbuSh8MhjTxsMJoONMuE4BwvU7DCJJsw+OxvXE65jWPVhqFioIlJ0KUjVpSJ8ezgKKgu6PE4URZx75rrNTCEooDPn3gADAGV9yiImLQZ6sx5SXgqjyQgTbOnZ4sjF4DgOGqMGO27twJ4eeyAVpE6fR2fWWYO2q5uFCBE+Kh+cfHzS5Tq8FF7Y8ecO6+9Xn1+Fr8rXYfqOlJcizCcMXcp2wagPRln3fZL2BOxpdcD/JiDVQqNlKKIq4XD+nX/utKpRTj4+CQh63IqW45dfgG9nPYK2yTAyjjo6C1Daqm061X3Ua5iMa+d8odEbwUQzwBRggg4+hXh06SK36pynTye1w/Tpdp87j4cdS8dg9lZ2xqh9PDbWouYoClxxMQo9C8WK2dQrAE2euXOHzmtPbQDkCZLXurIXOEWRpI1Ll1KWfeECndtgoLVOmEBBPCCA5IU1auR+flf480+6wVSv7rpJx2gk7tzNjaiX3Nr2Lfu8a3jPcb8l/HTpJ/jN8YPfHD/8dMn1YFcLnqY9xQsN/aP/T8P/INAjEBw4NCnWxGkQscaosVqkTj09FVN+n4Jt0dvQZlMbrLy6EsnaZGQYMpCuT0f1gOoIcA+AUqKElCfjIgkvQSF1ISdPawECRn0wCtUCquX52eSCHLObz8bqDqsxpfEU7Oy2E8W8ijnsozVprcoVrUmLVhtaYeQHI8G7+F/MEqxzulkcuH8AKVrnrhApL7X5gmcdeivpFq7HX4dZtJlh1S5SG0vbLsW8c/PgNcsL6mlqrL2+Fh9X+hg4sBg4Pwa42xrKPbtgSLB5rB8+DHhfWATheS3wHI8A9wBc+PMxSoVp8dVXDKaQ/UDIUSD4LPh+H8Lb0xbp1DI1vlxwAWfPAqxXc2qYgQj4RKN9P0eOwdubss/8WoV6edHaZsywdSJaIJGQLM7eXlUiITqkuotczZ76AMhISq+noKrX29Zk0bm/Ce7fJzOn1q0dR4q9ekVOfzNm0JzIhg3JvvV18OOP1O7epAnQtavzdsbout2705/ffPNmn+HfjvdUyWvAaDZCwkvgaoiEcorS6nynEBTQfue6EWXEgRFYeW0lGGNY2WElelXoBcYYjCIpPpK1yXCXuUMqSDHr7Cx8d+I7CLyATZ03YcW1FThwj2ZRusvcMbDqQCy7sgwaowZKiRLTm07H6FrUkKM36ZGYmQiNUYMpp6dgw40NDuuQC3L0rdQXhdwKYebZmVa/b57jSUbHSeCt9EZ5v/L4os4XaF2qtfXYMovK4G6yay8We9hnwdbvSaLMs0lHLsjhKfdEgsbFiBWzBHjYBCh+HBDMUAhKfNdgPL6L+M5ht9CCoQ46cIETwIOH8eBMIHIIYJLDrYCI2KdSFChAo6l69AA0WkY0yMCakPjfgWlJJBBfEWT4nQl06gOU3Q2BE3Ds42Nou6mtNchfGXwFapkafIkTYA8bAhAAiQbRNwSUDbVV8QwG6ii8m/UV8jwFmbt3qQhYsya59lksWS1eInI5HWuvk+7QgaRwFjqD4ygw9ulDGu7Nm3P/O8re2Wjx3Fap6IZh6Z60wH7uZEgI3QhyUqgoFK59wu1RsyZl5RakpBB1Ua4ceZJnR0CArctUJqP1FbR70Mw+vcbHh+SE7yLed07+RTDGMPS3oVBMVcB/jj+iE6Od9nGT24g7N5lrEi9Fm4JlkcusA3+H7BuCqPgocBwHCS9Bxy0d4T/HH36z/dBgdQN8fexrGEUjdCYdhu8fjqHVhkIlVcFN5oZXhleYf2E+NEYNSnqXRN9KfVGlcBVojRQU5RI5dCYdJkRMwN67e53WojfrERkXiW/rfYvwsHCU9C6JiY0molpANfAcj8YhjfHksyc43ve4Q9AGgHRD/hyJsgdtIId2eAZwZlvVSm/Wuw7aAPjbXYGDPwEpJQCRR4DmQ+y8tdNpv0epjn6hZmYm29nmXwHNxwK158PYvxq236dhxseOZTnIZTn14VltsgBIt0x1Byk2UkpAJVVhQJUBaFSsER6MeoBjHx/D9aHXrd2nFXyqWI/hIUNaiqP0IiLCscW9RAmS4FlokHPnqKNy8GAKVKmpFEy1WsfMukABMmOaNo2CuiVDnjyZKIi8gna1ajS82B6BgTb6YNAg2zl5nuZBWlQkCgXNehw+nIK8QkEZtExGr3HjqNinVtP5XOmjFQqiSyyIiyOapVMnKpRaWt137aL1jBxJNwuL8kepdG6dd3enJxpL80+FCrl/B+8q3nPc+cAfCX9g/R/rITIRSZokfHb4MxzpY9Md33lxBx+W+BBHHxyFh8IDazuudXmeG4k3HPxAMo2ZqLuqLqKHR+NZ+jMcf3QcRtGIVH0qzj4563CsSqZCuzLtcGngJUw7Mw2bbtja6lN1qVj/x3psvLERfmo/XBtyDW4yNzRY0wCJmYkUGMFBJVXBYDaA53gwMAyrMQxKqRIbu9j0xxMaTgBjzPpUwRhDbEYs3GRu8FR44uC9g86t5lnwlHki05SZ46gxlVTl3AiUdS5m5oB8mNt3KNMOv+0LhPGnO+AkBjypNw+i3PnGFOYThlRdKh6nPXbcIJiBmjT9Rw9gbdRaDKg6wBZYOJEWFfw7/d5sHLA3a1I9E1BROxKzWvZHiyqhAIBCboVQyM2WGr7UvESrrzfhj+99gehuYGYJxo4lnbEFPj6OATgzk7JL+1Flu3ZRu7efbYqdE9LTiUseOZKCcPfuVKB89SrvTLdwYdIuN2vm+P6IEXQTO30aOHHCRp1IJFRYVCopcNavTzJChYKkk7NnU+bfrRvRGQULUibepQtRMOfOUfHTbKbGnpIlaUTb2LG2a+/ZQ9+FRRe+bh1ZA/TpY9Nat2hhk0MOGuTMywsCGVhNnkza8YkTc/8e3lW8z7jzAZkgs7r9WTynLUjRpqDmiprYdGMTXhlfoXNYZ9QOrA0AuJFwA8UXFIfnDE8si1yGEQecmyEEXkBUQhQKyAs46Lot0jwOHPzd/LEtnJpNyvmVQ5NiTRzOoTPpkGnMRIYhA4mZiTjx6AQMZgMSMxMhMhEiRGqpZ4BRNEJv1oMHjwvPLsAV7IN2vz39UGphKQTMDcDOWzvRZVsXxGfGOx0j4SQ42Psg5n84H2qpmgysCoahrG9ZlPIuhd4VejtJ9bI+IL2kWtJDM+RYZJXyUuyXDISx2EGAN4D5RcFUc6aTjDHYIxh7eu7BrOazoJQooZKoIOElcJO6wUvhZbUXUElVaBLSBLGxwOLFluXwKN/oHnyCsnTiVVcDo0qhdrtbCAjgEH0+CK1rhGHaNGe6zGA2oPry6lhwayzQfiDQbCwYo4BnH7irVSMpnIVxi4tzDNpKJVEIAGmrc+OaLa3g5crRgIDcugct15PJbAN67f1FpFLKns+coeBpoRs4jp4GUlKo+1GlIm5aoaBtK1fSdq2WngAs59TrgW3biLr54AOiZK5fJypk+3byP7EPvKVK2daoUpHELybGdj6djoqOlgaiBQucbV8BeoJZs4a2e3nl/H28y3gfuLNw8N5BlF5UGrVW1MK9l/ew9eZWfHnkS1yKvYQw3zB8Xe9ruMncEOoTikWtbGOp7yXfA2PM6ll9/JGt6aHfr/3wKPUR0vRpGH1otJPVq1yQgwOHmkVqoqxvWXQt2xXuMneHol15v/KIGRPjUETsX6U/moU0A8+Rhrlf5X7WZhozM9McR4kcXcK6QCWloKWSqJBpsnUj6sw67L6927lD0Q5P059iW/Q26Mw6aE1afHvs2xzbx5VSJeIz47Emag00Rg0YGB6lPcLZ/mdxd+RdHH141CV14oCXxam7XGtrruHBQ8pLIRNkqOBXAUZogR6dIXyvgnxYfUCZCh68QxOTwAso7FYYow6NoqKpSQOZIMPqjqtxY9gNdC/XHZUKVcJ39b/DhIYTkJFhCxiMAcrUKuhatiuUEiV4jodP0TT8NDUE8fGUMYoiqSOyKzyepj1FoiaRah2yTKA4PZXpdNSebV+IszTAuMLYsbbht9984zxwwNKs4+1NnX8zZ1KQy8ykol1ObduMEdVRt67Nya9iRdt2qZRuGBYliSC47rKMj6fiqlpNyhj7QqtcTkEXIN+SxYtJctiuHW3LTW/drBl91saNKah//DG13xcpQhSISkWf2QKjkRQm/4t4X5wETYvxme0DnUkHDhyCPIKQpEmymjxdG3LN2m7u6thSi0ohTU/ueVOaTMGYWuQoX25xOdxKIqJOykvxbf1vseLqCqTqUtG/cn+E+oSibem2CPYMRtdtXWkiumiA0WxrRf++4feY2Ghirus3mA34+ujXuBx3GZ/W+BQ9K1DjhdFsRKE5hZCqS3VScFgKkRzHYWi1oVjUepHTeVO0KQiYFwCdSQee41E/qD6qB1THvPPzHM4n4SXwd/PHzWE3UeOXGriXfM/6mZ989gT+bv7wmuHl0NEogcRBTshBAMs2Jo0Dh2KexRDRNwJuMjfceXkHzdc3h8FkgEyQYXGbxeRsKFXTJPuseaGV/SujUbFGWHBxgfVmoZQo8Xj0Y9RaWQuPUx+D53gopRQ5q/pXRcbOOfjjSFUoZDwOHOBQp54JSy4vQVxGHIZUH4ICYjGHIhjHUfZpH0j0Jj1CFoQg8VUSzEYZcHwK2axmoVQpojCCg8nONTycmlpE0XYTaNrU5nFtAWPEF69fT+c4dIhoksBA4Px5UnBkZlJgNJtzb94BKECfP0+8+qJFjvuPHk1eI5Mm0Q3g3j3b3MicQoWlaMpxxClfvUpNOQMG2J4k3N0pgNfNWVqeI3Q6chQMDqangZ52fUWNGxOl89+I9yZTeeCF5gWKzCti1Rzbc7HuMncsb7ccPcr3yPH4pMwk/Hr7VwR7BqNFiRbW9888OYM2G9sgw5ABCS+BXCJHSe+SiBwUCYF3JHQlP0ichuyqpCr82v3XfDfkxKTGoP2W9ohJjUG/yv0wvv54FJlXxCXn7Kv0RZKWyu0KQYEWJVpg/739EDgBK9qvQJ9KfQAAe27vwdijY+Hv5o/1ndcjyCMI3jO9kaKzyfWKFiiKD0t8iPvJ95GsScaNJJtM4dLAS6hRpAamnJ6CSScngYGhoKogCioLwiyaUdm/Mq48v4IaATWwNXqrww2heUhzHOpzyNoqDwDnn57HqZhTaFysscPc0B23dmDMoTHwVnpjW9dt+GTPJ0QFMYAXVZjdfCbMvBZjj40FMn2onVz5Eqi8FhxPY+GkugDUL1kFR/pnM8bIwogRNPGc56nDb/du2zazaMbeO3uRmJmIB/EJ+GlGYZgi+8Oop7/n7IN2a9UiLjYujgKwPeLi8t8MsnEjZd0W3w571UdO4Hnaz9V4s9BQWxablkZFzmfPiC8uWZJojsycH9KgVhNX3batLWhLJHTDuXr1zYyg7HH3Ls2g1GrpRtGsGbkKvg4SEqjwm5REReB69f7amv4uvA/c+cDIAyPxy9VfwHEcxtQcg4WXFoIxBqkgRfTwaBQt8AZmCCCeuMTCElaVg1KixM3hN1Hcq7jDfhWWVMDtF7fBgUNggUC0L9MezYo3Q5vSbVyd1iXabGqDg/cOWoNfVf+q1kk22YuC5XzpaYCBQcpLHYYxWKbBywSZ0zUAYPhvw7H0ylJrE02D4Aa4GHvRJYfdo2wPbO66GSIT0WNHD/we8zvS9GkObef3R95H0QJFUXhuYStNwoFD9LBoBHoGQiVVofbK2oiMi0Rht8KIGhqFgirXPLgFa6PWYtiur6BbehJICYG3hwLmkcFINT0HFt4DMgpTG33tHwFVsvW43KScADWrZGQQT22vCu25oyf23d0HAGgQ3ACL6x7Anj0UqC5fJprEvplFobAV4QoVIi22BX5+VIjLHtDtce0aaaGfPyfuWa+nAFm6NLnyuXL+yw9CQsjDwwKTiQJ3QABRJ2fOEE89bpxtjqOFgzabic44eJDkjZYAHxpqK2y+DUycSAG3cGF6+ij1mnO9w8JsviQyGXWNqp3t6P9xvA/c+cTzjOdQSpXwVHji/NPziEqIQsuSLVHMs9hfOm/PHT2x+/ZuGMwGeCo88ezzZ9YhARYkZSZh+hlqpRtXfxx8VK8/sqPRmkY4FWMb2y1wAkbXHI0GwQ3wyZ5PHLLkc/3PYdC+QYhJi0EJrxKISrCNAefBQzNe41CEtYfIRAz9bShWXVsFKS+Fm9zN2lCUHVMaT8H4BuOx6cYmDN432NqVaI/6gfVxuv9pvDK8wsSTE2EUjehfuT/ab2mPuPQ4FClQBDFptk4ODhyaF2+OvT335rhGAJj800NMHRsIvVaaNaBgNMTSu4GfbgOFbtB8SpnjDa2QuhB2dd+FWkVrOWT6eUExReHgiW6aYLIef/s2KSjsM9wSJahRBSDfje8cZejgOKBBA9KXZ5e86XQU3C2FOY4j9cWCBRQ4o6NpoK5FueLmRttXrrQF25zA8+T9MXkyacmLFiXva1eYN48okXr1KIt98gT4/nvi2Tt2pEIiz5Nr38WLJBdcu9a1MdX/Jyz2AhY8ffpmJlV/N97ruPOJwu6F4amg0dG1A2tjaPWhfzloA8DKDivxRe0v0K9yP5ztf9YpaAOAr9oX8z6ch3kfznujoA0A8z+c75Alm5kZSyKX4MzTM/ip1U/WAp5MkEFkIuoF1YPIRPyZ9KdDkJrWZBrkEjluJt7EnHNz8H3E99h3Z5+1uMpzPA4/OAwzM0Nn1uGF5gV4joebzA2BBQKtTnw8eJx9ehYaowYJrxKshc3sE2/OPjuL+8n3ce35NSgEBSr6VcSSyCWITY+FiZkQm+FolsHAcObpGaz/Y32u38cHpYpDwkuBkOPg6yxAmF8ZKL1SAbcEQB2fNQneES80L/Dhhg/RZZuLOVy5oLJ/ZUh5KSS8BGE+Ydbv89w5ohuy0xI//2z72ZUdKWMUOJs2pWnn9khJcVShMEY3Bzc3CkoVKpD0TiajIDl3LrBwIVEKxYsTbZN9Wo0Foki8d6VKJO2rWdP1iDCDgRQvly5RAN+4kZQzzZrRGvbsIcpl8WLi7OPjycRr9mzH82zeTLRFx45UhPzoI3paSEujG9rUqfTz24S9V4pEYjPZepfwXsf9FhAVH4WEzAQ0DG7oMgNUSVWY2nTq376OKoWrIP6LeHTb0Q0nHp2AyERoTVpEPIqAlJdaqRCzaEZkXCT239tvpVAUggK/ffQbahWtBbVMjevx11F3VV1ojTTkV87L0bNiT8xoOgOF3AqhmEcxPEl7Yr22XJBjbJ2xGFt3LDbd2IRPD3wKrYkm2i+8uBD9q/THvAvzkKpNhZvMDRzH4fkr6kJRSpTYd2cfxp8Y7+RYCJDTIM/zjm6CDDkOZLagRQugxeeb8as4EKJgxhOFDD+3XIAfJN0Qc6YemEkJyDMh46UwikZr1+grwyvsu7MPCy4sQJeyXfJFkx3qfQizzs6C3iBCf3gCGjakguLcua411Zs325pfYmNzLv5dvkzZ8507NqrB35+kf8eO0TFSKdC/v+Nx48ZRQBQEmySubl3KfKdNIwrk2DE6b3Y/EqOReHYL1bFgAU10Byhgt2pFTUSlSlFWPX06USEjR9L0GoA+T7FitN3yufR6KnqWLQt07kxSwYEDHZ8Cdu+mG92WLbaBwPv20TWnT6cnjUOH6BxvisOHSfNuMpHHeH6tB/5NeK0lcxznwXHcQY7jjnAct5vjONck6P8QlkYuRZ1VdRC+LRz1V9d38Mz4J+Cl9MKeHnsQ4B4AlVQFtVSNPpX6OKhizMyMNH0aWpZsCZVUBRkvQyG3QqgfXN/a/Xfs4TEYzAZrsNeLeqy9vhYlFpbA6IOjUS+oHop7FbdmzzzHo0KhCjj28BhmnZtlLYiamRkZ+gz4qf1wf+R9RA6OxKMxjzCp0STwHG/N1LUmrVMRVYQIT7kn+lXph8SvEvFL219QrXA1CJyA2oG10btibzBGMszGaxpDOlmKJmubWLtHOQ7gyu8Ak2og8kRjTDw1EY+NkWA1fwTUSRA4HrFfxCLhywR8UOQDSHiJdd3jToxDxSUVkfDKdRenPTwVnpjWdBo8I2dg1XIVTp8mVYVe79rkyNIV+Pw5NZrklAED1Dl5185hgOOIR96/n4LZyZOux3P5+NiCdkYG2cX+5z/EjS9cSMeFhDgfZ19AVCjoxmHBrl0U/BkjLrxbN9JMX7pERdLz54kq8fCg37t1c5wibzLZhhWcPetM3RiNxDlfuWIzp4qMJC24Xk98+1+1X61dm2iduDha67uI1824ewGYxxg7ynHcEgAtATi3rf0P4ccLP1qz1uikaNxPvo8yPmX+0TWppCpcH3Ide+7sQbBHMJoWb4p1UescfELiMuKwpM0S1CpSC3EZcdj5504opihQJ7AOjvQ5ArVU7ZTRMjBkGjOx8NJCAICH3AO1itZCVEIUOoV2QlnfsqiyjOZccln/BRYIxKia5NDHcRyKFCgChUSBGWdnWPXvWpMWrUq2wuTTk5104s8+fwatSYtyi8shXZ8OgRfw56d/4vaL2/CZ7QORiehatisuxF6ASTThwrMLWH19NYbXGA6Ahg4fun8IWqMWJtGEpMwXpBf3eApOIqJa4WoYdXAUdt7aCakgReNijXEj4QbiM+OhMWogcALOPzuPjqEd8/zerz2/hmVpP0DbpBBwbCZMJg9rEcziAQIQfdEty2q9c2fKqs253O95ngLj06dAmzbEP69aRU0ta9bYdNPp6ZQdm0wk67OXKnbvDhw/Tts2byYaplIlKmY+eGDbTy4neqJmTaI1SpWiLNkC+4YZnicaw0LbCAJ1TZ49SwF340aierIPX7AoZsLDydkQoHNYxp8NG0bB2tK0VL06fX7gzaxv/xvxWoGbMbbY7ldfAIk57fu/gkqFKuFx6mPozXoInIDC7v8OU9+CqoLoX8X2/PxhiQ+hlqkh4SQwMiPCy4ZDwkswoOoAzD0316owOfv0LEYfHI1NNzfBzMwQOAHFPIkWyZ4Rp+nT8EPjH9CsOPVNH3943MpvMzB4KjzRtnRbeCg8sOraKgzeNxgiEzGgygDEpNr8uNP16dh4YyP29diHNpvaWCkRtVQNtUyNjTc2IlmbDK1JCw4cVl5biV+u/mK9YW6+udlhwk2yJhkj9o/AHwl/oLJ/ZSxqtQgxqTFoVrwZmg46AZwaA5Q6BF6Vhqlrq6LD7oYwiAYYRANeGV7hu4bfYezRsdAYNRCZiIqFKiIvaIwaNFrbCOnu6UAVGQSvOBg22HIaS7DheXrs/+IL+v3+/dyDNsdRcBw+nIJm69aUbWdmEm88fTo17MTGEu1w+TJda/duUpdYEBlp49nT0igYrllDmey5a8lIL74aoYWDsWNKB5QNpVZNe7mjBR060M1m504aKVasGHU3SiSUWfv6On6eixcdZ036+hI9AVAT0oULlF1bGpL8/Ohce/YQXQKQ+dcPP1CjkZ+frcv1fxm5UiUcxy3jOO6k3WtC1vu1AXgxxlz2THMcN5jjuEiO4yKT3lVrrnxiRfsVGFxtMDqFdkJE3wgUkBfIdf+7L++i1opaKPtzWRx7eCzXfXPCuqh1aLupbZ72sfYo5FYIZz85C5lEBoET0HV7V9x7SY0yHMc5BOXNNzc7UAZlfMpgdcfV+CDgA4dxZzzHw0Nu8x6vE1gHAe4BkPGUlqXqUvHL1V/Q79d+GLB3gHV+5YprK5y6KBdcXIBWm1qBMQaBE9A0pCkejSYJZWCBQGuxTylVophnMYdALeElqBFQAwInoEZADSyOXIyfI3/G709/x6LLizDx5ES4y93hq/ZF2dTPAYMHEN0dqjuDkPzUx7oWgRNQUFkQw6sPx5I2SzCq5ihE9I1wkm66QmJmIozmrO9QYoBf+Zvw93feTxSpSGfx6PjySwpYruRo9pSFyUS0wpEjNurFYCDKJTCQAvG5c/Se0QjcvOkYQO2bVizn+/FHoHwFEX7jakHachxiqvbFtFuf5Po5BYGone7dSUly+DBx7Hv22GSCgYG03wcfUKC36MqVSroBBQXZzlehAtCvH6lsAgJsXZ8yGXVOfvwx/TxlCn222NicVS7/S3iouTKwAAAeMklEQVRtOSDHcd4AjgDowhiLyWv/d0kO+P+Biksq4mbiTTAwqKQqJI9NzlXSlh2H7h9C+83trYF2dM3R+LHlj/k6dvKpyZh0ahLMzAwOHMbWHYsZzWYgTZcGr5le1gzYU+6JDEMGzMwMnuOxtctWhJcLBwA8S3uGZuub4XnGc3xe+3N83+h7h2tsiNqA/nv752g0lV/ULlob5wbQ8AfGGGafm43NNzejWfFmmNF0BiIeR6D7ju4wi2asaL8C4WVpfUmZSSg6v6jTAAcJJ4FCqsBgw038PLMImMijgDuPe/eAbQ+WY9KpSQj2CMb2rttRpEARp/XkBZGJaLimIaLio2ASzWjBzUBYxkicPk0ZsIWztYDnKRP18qIgm5lJGeWePbRt6FBSj2zZ4uy1HRZmKyoGB9uoDsuwX4Cy3w0b6NqFC5PczcPDxilzHPHi0xc4Np/5qnyR+FXeD9L2Wmi1mjJ9Szs7Y6RR53miWiyWs126EH2S3RjKgpQU2ma5iZlMpBv39KSmm/81vDU5YFYxcjuAb/MTtN/DGS80L6wB0mg2WrW/+cW1+GsOQfGXq7/k6zi9SY/Z52ZbuzN5jkeIJ1WmPBQeWNx6MaS8FAqJAg2KNbAaTckFuYP/eFGPorg94jbSvk1zCtoAcOX5lXwHbQ4c3KRu1qEPFkh4CQq7F8ass7NQeG5hNF3XFAOqDMC1Idcwu/lsCLyAZsWb4eXYl0j9JtUatAHAR+WDCn7OXp4mZgJjDMul5YHwHjA2GovKHc7AaAQGVxuM2M9jcW7AuTcK2gB9nyc+PoHd3Xej6OFzODBpBOYvTYanl4hz55xbvTnOxnmXL09a7cOH6T1BIH7a4kHi8Dmy+GuTiV4PH9oKm1Ip0QpmMwXzOnVInle2LBUyz5yhQmOhQhS0Fy4EvJXeCPEMgVyQQyVVoVXJVtDrqRiqy9ZPZTRSe71USjcalYqkdUFB1FVp/9lUKmD8eComWnjpuLicg/Z335FaxseHaBjLQIR27ei7mzv3jf5a/mvxukKYAQCqAhifRZ10/xvW9F+N2S1mQyEoIBfk+PSDT/OkVuxhFs1oFuLow+mr8s3XsYmZiQ5ZqEqqwsCqA62/D60xFJrxGrz69hVCC4Y6qEUstEl+EF42HCoJqVksqpacwMCgM+mciqAecg8MrTYUk05NQvyreJx5cgZfHf0qX9fnOA7rO613murOg7d2h+pL7ASrPRfHk39Bm/w3puaIBw8ocLmrpTi0pCnuXywFY98a0I/0x8HSxRH/Kh4zZzpSH99/7zgA4MEDR1e9ixcpa75xw7lh5cQJW9C3fHXu7rYmHksxkDHKsLVakgBWqUKyvfh44JdfiLrgOR7nB5zHjGYzsKjVIsysuxKlSwNVqxJ//eyZ7brbt9O1TSaiSXr0oKaey5ddOxhmZ0lzcjnMyKBOSIOBbhajRtH5T58mKaVG42y09b+O1y1OLgGw5G9ay/8EelXohVYlW0Fn0iHAPf/K/1tJt9BgdQOk6dNQvXB1PMt4Bi+FF7Z13Zav44sUKIKKhSoiOikaBpMBoT6hSNOnwVtpkx5YAvQ39b7BqZhT+CPhD3QK7YR2Zdrle511g+ri0qBLuPL8ChoGN8S1+Gv4aOdHMIpG1C5aG3EZcYhJi7GqR+z9yS3QmXRWIyiArGiTtclgjGHTjU2ISojCRxU+QmV/5+fnV4ZXqLe6nvXJQibIMLbOWMglcoT5huHj3R/TjgY12NNauPUW3OVGjQIePaJg+vPPQOFm2xDnexsQjECBWCy6uAhTm05FXBwpQ8qUcQ7GjRpRlmrphjx9mop+wcE0n/Kzz+j89sMNLDCbKbgdP+7av1suz1n3nJwMxMV5YUT1MZBIqPkmMZECqF5P6pUJE2jf7KxqUJBNHeMKX35JNq8mE1E4FgVJdkiltN1yw/HwIApJqbTJKTMyiG6qlvekvb8V9++T8VadOrTOfwrvoPT83Ye30vu1gjYAjD8xHsnaZJhEE26/vI2t4Vtx69NbKO+Xv0oNz/GI6BsBGS+DmZlxPf46Om/t7HJfL6UXJjaaiDqBdVBQVTDXAcYWvDK8wuiDo9FxS0dojBp8XOljBHsGo2NoR2SOy0T0sGgEeQShflB99K/S3+lJw76bUmQimhVvhnpB9SATZPBSeGFy48lYfHkxBv82GLPPzUa9VfUQk+rM1j1MeWgrEgIo7V0ak5tMRptSbbDw4kKE+YShcGpHyE7NhurPoejbN19fX64QRVtQ4zhgxCB3KyUgkwjW4dFeXmSj6qrl292dGoYsEAQK3gCZWz17RtrjpUuJKsk+Kd1spoASHm7L7KVSkvz17k20SHZcuEA3hlq16KXXE11hyfxlMkezq65dqQ3f0p05enTu30vFijTa7MgRyvLt6RR7KBTAjh20lvLlKbPX60k9o1LRd5ueTt/PPykFPH6cvs/u3Wmdb7uj83XwvnPyHYG7zB0CL8AkmiAyMcfxaLnBzMx4ZXwFBppxeTPxpsv9HqU8QpdtXaAxanD2KU3iyasAOnjfYOz6cxf0Zj1OPDqBp589hVqmxuprqxH/Kh4LLi5Aii4FAiegTmAdnO53Gr1394bWqMXMZjPxIPkBdv65ExmGDHzf8HuEeIXgwEcH8ELzAh4KD8gEGf4T8R+rBNAygCLYM9hhHaW8S8FD4QGTSF4h3ct3B2MMzdY1Q7IuGTzHo0xJLVZ9uBsyGdmC/lXMn0+NHPHxVIzrW7MTYiRHsfPWTtQJrIORH4zM13latCB+V6Ohm4H9sF/7+YslS1LXY6NGjhrqb7+lAmBmJgWZ8HDiiHPCtGm2rs67d0k3HR5O0sHdu2k99h2ZMhlw4AAFz9wmp9ujcOH8OR22bm0bZDx9OlFJ2Tsa09LoBpWT3/jfjSVLHBuGTp4k1cw/gfeB+1+C+efnY/6F+ajgVwEbu2y0eqZYMKfFHDxIeYA7L+5gdM3RqFq46mtfw13mjiYhTXDu6TkwxjCo6iCX+z1Je2LliHUmXY4B3h5RCVHWQqvIRMRlxGHRpUVYe30tDKLBSo2ITER0YjQq+VfCjWE3HM4xtt5Yh985jsO95Ht4mvYUrUu1Ro/yPWgggyjCJJpw6vEphPmEoVRBmz2cUqrEtSHXsD16O4oWKIq2pdtax8HZ1haLli3z+aXlA6GhlKkmJZHBU/NmPKKjl2Jp26WvdZ7evSkbv3iRAnBuQwdq1gSWLydJX2AgNclUqkSdmK1bk4wuLwQH0/X0egqI/v4UkGfOpFdOyG/QfhPodETNWCSEarVtVNmIEW83aIsiuTY+fEiSxLxcBitVoqcAjYa+r9KuLfr/f8AY+1tf1apVY++RO67GXWWqqSqGiWDSH6RsyL4hf9u1jGYjO3D3ADv9+DQTRdHlPlqjloX+FMrcp7kz1RQVO3D3QJ7nXX5lOVNNVTH3ae6s2rJqzGQ2seILijNMBMNEMGGSwFRTVUw9Vc3GHx/vcOze23vZDyd/YDcSbji8v/jSYqaaqmJu09xYyQUlmdaoZacen2LtN7VnyilKxk/kmcd0D/Yi80We6xv+23CmmqpiyilKNvPMzDz3fx2YTIxJpRbtBGM8z1gOXy1jjLalp+e+z5vg228Zk8vptXy57VppaYyZzc77Z2Qw1qsXY+XLM7Z69dtdS164do2x2bMZO3PG8X2jkTGVyvZdFi/OWEwMY/fvv/01jBtH1+J5xjw9GUtJyX1/o5GxiRMZa9OGsf373/56sgNAJMshrr4P3P8CHHtwjLlNc7MGuU5bOuXruO3R21mFxRVY562dWbIm+a2uSWPQsIhHEexh8sN8HxMVH8UO3z/MdEYdY4yxLw5/wdRT1UwxRcGC5gexfbf3sTMxjv9S115fy1RTVYyfyDP1VDV7lPLIuq3yksrW78R9mju7EneFMcZYvVX1rO8XmF6AnX58Os+1iaLIohOj2b2X9/L9efKDtDTGwsLoHz/HMaZWM9alS877x8czVro0YxIJY1WqUPB8U4giY4sWMdahA2MbNtA5LQHPy4sxg4GxZs3ofX9/xrZtY2z8eMYOHnzza+ZnTRMnMhYSwtjHHzOm0znv88cfFDClUvrz+HHH7YcOMRYUxFiZMoxdvfr3rbVGDdv3VaAAYxcv/n3XehO8D9z/chhMBtZwdUOmmKJgHtM92PXn1/M85nHKY6acorRm6R/t+OhvXaPJbGLjjo1jHTd3ZFfj8vevySya2ZYbW9jCCwtzzIq7b+/uEJy33dxm3Tb8t+HWz+g+zZ291LxkjDG24MICuiFMVjCfWT4sRes6VTKajeyHkz+wDps7sCP3j7zmJ84fli9nTKm0ZdrdulEG7gr79zsGV6WSsSVL3vza69bZslOVyrYOgLFSpRjbt48xNzf6neMYEwTbvgfyfoh6Ixw6RDcvgDGFgrHp0533+ekn2mZZ69ixf89a8sKcObRWpZJubH/lJvp3ILfA/Z7j/hdAKkgR0TcCsRmxKKgsaJ2FmBuSNEkOcjn7QQN/Bzps7oD99/cDAPbc2YNnnz/LUxljKQ5ejr2MTls7wV3mjiVtlyDIIwj3Xt7D18e+RsKrBCgkCqurYq2itazHz285HwHuAXiY+hCjPhhllS6OqjkKJbxK4EHKA3QJ6+JUD7Bg6umpmHV2FjQmDY4+PIrrQ6478OFvA15etiKaTEbNIjk5/Q0Z4jhWzNKo8qa4ft1WLGMM+PRT4mCVShpYkJDg6JFigUZDJlOtWr35tXOCvXbbYCDOPTvq1qX1cByttWnTt7+O/ODzz22T5Dt3dlbq/JvxPnD/S8Bx3GuNR6viXwU1itTApViyTZvUaFIeR/w1nIw5af2ZgWH/3f0YVM11cdMeJtGEZuubIV2fDp7j0WlLJ0QOjkStlbWQrKWRYRJOQv4pZbs6fAcyQYbxDca7PG9+RrpdfX4VGlOWCoUTcPflXafAfSXuCnrt6gW9WY9f2v1iNczKLzp3Jtnerl1UrDKbSavtauxY9iDdti0NDnhT9OoFLFtGNwpBIPVGp05A376kPAkLo9b51avJC+TmTbpxCMKbBe2YGFrzkyfktTLexV9Nx46kVomJoaA8apTzPpUrUyPPkSOkh85P4L5zhz5rsWLkd/I2ipQcR4XcdxI5peJv6/WeKvn7YBbNLDoxmiVlJuW6nyiK7M6LO2xH9A7WY3sPNuPMDGYy5/A8nwMarWlkpTS4iRy7n5y/alG6Lp1JfpBYj/WZ5cMMJoP1d/uXfLI8X3y1PWLTY1l0YrTLQuvBewetBdOi84qyNF2a0z5B84Ks11dNVTGz6KKKlw+sXEkUhEJB/HKSi7+Sq1cZK1GCMT8/xrZvf6PLOOHRI8b27GHsyy9thTYPD8aSs0oeRiNx3Ywx1rw5YzIZFS+nTHF9PpOJsY8+onM1bEhFVAvataPzW2ieP/90fQ6jkYqJGs3b+YypqVQ85Di67qhRb+e8/3YgF6rkfQPOOwye41HWt2yeo8567+qNSksrIXx7OLZEb8EPp36wzrd0hReaF4h4FOEwR/JI7yP4pNInqF20Ng71PoQSXiXytUZ3uTt6V+gNlVQFpUSJ/zT4D6SC1MmfBAD0Zj0WXFiQr/MC5GJYYmEJ1PilBsK3hVPRxg4tS7bE1cFXsanLJtwcdtOlvUCGIcP6s8FseONBGFu3EgWh01HWfeWK8z5VqlDnXUIC6aX/Cq5epU5Exsg/5PffbfpvljXKbOdOauxRq8mnOyKC6AvLJJroaOfz7tpFRlcaDQ1FsG811+lsrfYc53ogMWPk5x0eTn9mn67zJnj0iL5TlmVedepU3sf8t+M9VfJfDsuQBHszK41Rg4uxF13u/zDlIaouqwoGBp7jcXXwVYR4hUAqSLGq4yrrfibRlG8Pk1UdVuGLOl9AJVVZLVK3dNmCrtu7QoTjv+yjj47m+7NNiJhgnSx/4P4BPE1/iiCPIId9yviUyXWwxcKWCzFw30CITMSUJlMgFXIw1MgDLVuSiZNWSwGmYt4W3vmCyUQ3AV9fmhcJEM1gaawRBPLd7tbNZuWqUFBnX5s2tgadL7+kFm3L/EqjkYb3JiY68t/2DoaMOQbnuXOpYSklhSgeLy863r7Nfvt2GsCQmUmdnGFhtrFnb4oyZch0y2ymG0afPn/tfP8NeJ9x/4M48uAIJkRMwPmn5/+2a1g6Li3gOR4qqQpDqg1xuf/26O3INGYiXZ+OTEMmtt/a7rDdLJrRaUsnyCbLELIgBM/Sn7k8jz04jkN5v/IOvtady3a2TqmxQOAElPXJ/zDBoAJBtsHEHJ9jkTInMMbQqlQrJHyZgBdjX2Bs3bF5H5QDxowh46Zx46iVPD/dgnlBFIn/bdaMAvGmTfT+9u2UEVsy7IgI8jLZupWCZlQUZdr2rfVSKe1n73OSmko3GnuEh9PMR44jXvyzz2zbKlSg4qNWS1l8mTLUxLNmjW2fp09tniN6Pf3+V6FUAteukY/K7t22IRT/08iJQ3lbr/cct2tY+FcLt2rRKP8dOPbgGKuytAprvKYxWxa5zKnRxR47b+1k6qlqholg6qlqtuvWLoftB+4esGrOhUkCG7h34F9al2qKisl+kDHJJAnrsb1Hnny9PZ5nPGdtN7Zl1ZZVY8ceHHPYlq5LZ7HpsTkeazAZWJO1TZj0Bynzm+WXb333r79Sw0qbNowlJOR7qW+EW7ccm1HKlqUmkY0bHWWAUVGujz99mrEiRRjz9WVs7156b9IkOkatZqx795yvrdfnvC093VHW6Odn2xYbS7+7uzPm48PYkyev/7nfg4D3Ou5/H8YeGWstiimmKNhPF3/6p5fEGKNC5vzz81njNY3Z/PPznYp+Rx8ctQZ26Q9S9un+T//S9c4/Pc8WXFjAbiXe+kvnsceR+0eYaoqKySfLWe+dvV0WLvff3W+9AXETOdZnV588z/v8uU0rLZEw1r59zvs+e0Ya77NnHd/r3ZsC5sN89DW9fGnTREulVFiUShlr3ZqxTZsYGzmSsVOn8j5PdkRFMXb+/Jt3bur1tnVxHGMVKjhuf/WKCrH/Nl30u4b3gftfiIhHEUw5Rclkk2VMPVXNbibc/KeXlC+IosiG7BvCVFNVrMbyGq+VIb8N5NTcYo/Qqc0ZRpZgmAimnKJk9186K2BOPz7tcAMaeWBknueNjnbMgKtUcb1fYiJj3t60r0pFHYuMUaYuCKTMCApyPu7IEcbq1CFVh0UVEhFB6o7gYAqSADXVHDvmfPzLl4zdvu3c3m4wsP9r715joyyzOID/T28wtIDTtFQJ2y3iriEStNIlsZLGYGCJaUp2JbpZZbOyBrNBSfSLQfaDAS+EKOAuWbSETcAQqtsEopBNQSmwH0ps+QD4gSWQgu6GLhe5tWXTy5z9cGZ4WzrXOjPvPO3/lzRMXzrT0zdvzjzzvOd5jp4/H30V42gdOWJ/T22t6tmz6Xtd8jBx56i279t0c9tmPdV1yu9Qct7Nm6rz5lnyqq1V7emJ/nNbt6rmFf5PUdCj+MWfdeI7E/W/3SPnNEKhkK79eq2WbyzXp3c+HXP15VCDgzbajaxSjLVfxRdf2BLqSIJfutSOD13ZmJc3/E3o8mXvTaGoSHXZsuGv+fLL3n4okyaNXJ59+LD3RrFwoffa16+rPvSQHa+osH0/yA1M3OS8Dz6w+uNES8VLS73kiLx+3dXenNY4QiEb1Uar047o7PSmEiZNUv3oIzu+erUdLylRXX7PzMzp095zANXHHhv+/1euqNbV2bzx22+P/J1PPuk9t6REtb3djjc2em8I+fm2sRK5IV7iZjmgw1QV5344h2AgmLCW23WFhd52oiKxV85Nn27VEqEQMKWkAL+tfjbma/b12UrDgwdt7+uWFmBKgk5yIlZNEU9Vle3VvHu3rRKMbLG6ZYu1+xoYABYsGP6c2bOtu8uJExZ7pA1ZRFlZ/Prlykrgm2+somNw0MoHAfs3ct6Kiobv600Oi5XR0/XFEXdmhEKhu9ubBt4J6P5/7fc7pIzq7bWVf4GAan197KqHc+dsqmD+fNXjx73jjY02ZTF0+9Jdu7xRblGR6nvvZfRPSGhgwEbKo5nOuHbN/r5HHlFtavKOh0K2idPMmaorVnirKNOpp0e1pcU+iVD6gCPusefstbP4qvMr3BmwQty3Dr+V1P4drgoEbGScyKxZ1v1lqL17rR65pwc4dMgaBixZMrIN1r3fxzMwYDXK06dHb0U2Gvn5w7vepKK0FNi3b+TxZBoj/Bh37tiK0EuX7Jzs2eNfV5jxhAtwHBUMBO0mBazJ70+mRNnViNA32IeOb2/cXWjS328rDAHrHRjZqW7uXNtdLxm3btmCmDlzbIriYmY3Zsxp7e2WtG/ftiTObuzZwcTtqGnF09C0rAlzps3B4gcXY0fDDr9Dyjlt37ehbGMZNuo05P1qBSZPUQQCtoMdYCPllhYbKba3J9+1u7nZRtu9vcDVq9bZHbDH/068kHRMqaqyOXXAltpXV/sazriRcuIWkVIRWSQiY/tumAMaHm7A6T+exoEXDqCihHed7vV6y+u43XcbA9qPwurPsGH7GZw5M7LbeKo9FO+94Xf//cCnnwIzZthrJ+p+PpZUVgJffmn7oqxeDWzY4HdE40NKc9wiEgSwH8ABAJtEZKGqXknwNCJfTJ0wFXnIQwghKEKo/2UxHkhyVB1PfT3w2mtAUxNQV2dNbKuqvA2Ztm0D1q1LfgTvuoUL7YuyJ9UR91wAb6jquwBaAKTeapwoS7Y3bEf1A9WoKK7AliVbRuwcOFoiwPvv23ajO3faqHvoKLyw0KYNckkoZFvBXrjgdySUDimNuFX1KACISB2A+QDWZSIoonSonFqJjpUdWfldzc3WeebmTdvFLl2VJumgapUera2WwLdts1jJXaJxaqBE5BMAQ5cbHAawHsBWADMA/EZV70R53koAKwGgsrJy3sXxfNudyGfffWeLhiJ7c8+aZQ0dKLeJyAlVjVogGneqRFVfUdWnhnytC9eGrwJwCkBDjOc1qmqNqtaUR5ZwEZEvgkGvgXFBATBzZnpet7PTKnSWLuUbQbalenPyTQCXVHUXgPsA3MhIVESUNpMnW/f3NWuswUOkfPHHWrwYOH/e5vZPnuT8eTbFnSoZ8cNWVfI5gAkAvgWwShO8QE1NjXZ0ZGeekYiyZ8IEr9VZfr4tbkq1tJJiizdVkurNyesAFqUlKiJy2quvAh9/bMn6pZeYtLOJe5UQ0ah8+CHw4otWqfI4C4OziombiEaNS9z9wb1KiIgcw8RNROQYJu4x4GTXSRy9cBQDoQG/QyGiLGDidtymtk2o/Vst6vfU45ndzyCV8k4ichMTt+M2t21Gb38vuvu6ceziMXR1d/kdEhFlGBO342aXz0ZhXiEAIFAQQDAQ9DkiIso0Jm7HNS1rwvJHl6Ph5w1o/X0rJhbk2H6iRJR2rON2XGmglG3LiMYZjriJiBzDxE1E5BgmbiIixzBxExE5hombiMgxTNxERI5h4iYickxKrctG9QtErgBwpc17GYCrfgeRItdiZryZ51rMrsULZCfmn6pq1G7rGU/cLhGRjlg93nKVazEz3sxzLWbX4gX8j5lTJUREjmHiJiJyDBP3cI1+BzAKrsXMeDPPtZhdixfwOWbOcRMROYYjbiIixzBxDyEipSKySETK/I6FiHJTLuQJJu4wEQkC2A9gPoBWEYlaP5lLRGSqiPxDRA6KyF4RKfI7pkREpEJE/ul3HMkQkR0i0iYif/I7lmQ5dn5dvH5zIk8wcXvmAnhDVd8F0ALgcZ/jScYLADap6mIAXQCW+BxPXOGLfieAYr9jSUREfg0gX1WfAPCgiPzM75gScen8hjl1/YblRJ5g4g5T1aOqelxE6mDvpm1+x5SIqv5VVQ+Fvy0HcNnPeJIwCOB5ALf8DiQJTwH4PPz4IIAF/oWSNJfOr4vXb87kiXHbukxEPgHw8JBDhwGsh1341wH0+xFXPNFiVtV1IvIEgKCqHvcptKjixOtXSKkoBvCf8OMf4MAnMFW9BQCOnN+7cvX6jUXsBPuaJ8Zt4lbVV2L81yoRWQ+gAcBnWQwpoWgxi0gpgL8AeDb7EcUX5xy7oBtAIPy4BPx0mhG5fP3GolZD7Wue4MUYJiJvisjvwt/eB+CGn/EkI3wz5+8A1qiqKxt5ueIEvOmRRwFc8C+UscnF6zdX8gQTt6cRwHIROQYgHzavmev+APsIv1ZEjojI834HNIbsg10PmwA8B+CAz/GMRS5evzmRJ7hykiiGcJXGIgDHVLXL73iIIpi4iYgcw6kSIiLHMHETETmGiZuIyDFM3EREjmHiJiJyzP8BxOeVmCz9YFsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MiNi Batch Kmeans算法(小批量Kmeans算法)它是Kmenas算法的变种,它解决的问题是,在大量的训练数据集中\n",
    "# ,大大的节省了时间,提高了效率\n",
    "\n",
    "import time\n",
    "import pandas as pd\n",
    "from sklearn.cluster import MiniBatchKMeans\n",
    "from sklearn.metrics.pairwise import pairwise_distances_argmin\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "centers=[[1,1],[-1,-1],[1,-1]]\n",
    "# 生成用于聚类的数据\n",
    "# n_sample 样本数量\n",
    "# n_features 特征数量\n",
    "# centers:聚类中心\n",
    "# cluster_std 簇的标准差,可以统一指定,也可以为每个簇指定不同的标准差\n",
    "# random_state随机种子\n",
    "x,y1=make_blobs(n_samples=3000,n_features=2,centers=centers,cluster_std=0.7,random_state=0)\n",
    "colors=np.array(['red','green','blue'])\n",
    "plt.scatter(x[:,0],x[:,1],c=colors[y1],marker='.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 计算聚类时间与效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-means消耗时间: 0.03890228271484375\n",
      "MiniBatchKmeans消耗时间: 0.02791881561279297\n",
      "Kmeans SSE: 2470.581682264249\n",
      "MiniKmeans SSE: 2475.3458635327734\n",
      "Kmeans质心: [[-1.07051667 -1.00605298]\n",
      " [ 0.96700708  1.01837274]\n",
      " [ 1.07815794 -1.0678326 ]]\n",
      "MiniBatch 质心: [[ 1.00787514  1.01085978]\n",
      " [ 1.08646332 -1.11066906]\n",
      " [-1.04353302 -1.04116896]]\n"
     ]
    }
   ],
   "source": [
    "def elapsed_time(model,data):\n",
    "    start=time.time()\n",
    "    model.fit(data)\n",
    "    end=time.time()\n",
    "    return end-start\n",
    "n_clusetrs=len(centers)\n",
    "kmeans=KMeans(init='k-means++',n_clusters=n_clusetrs,n_init=10)\n",
    "mbk=MiniBatchKMeans(init='k-means++',n_clusters=n_clusetrs,batch_size=100,n_init=10)\n",
    "kmeans_time=elapsed_time(kmeans,x)\n",
    "mbk_time=elapsed_time(mbk,x)\n",
    "\n",
    "print('K-means消耗时间:',kmeans_time)\n",
    "print('MiniBatchKmeans消耗时间:',mbk_time)\n",
    "print('Kmeans SSE:',kmeans.inertia_)\n",
    "print('MiniKmeans SSE:',mbk.inertia_)\n",
    "print('Kmeans质心:',kmeans.cluster_centers_)\n",
    "print('MiniBatch 质心:',mbk.cluster_centers_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 绘制聚类结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "model=[kmeans,mbk]\n",
    "\n",
    "for index,m in enumerate(model,start=1):\n",
    "    plt.subplot(1,2,index)\n",
    "    plt.scatter(x[:,0],x[:,1],c=colors[m.labels_],marker='.')\n",
    "    plt.scatter(m.cluster_centers_[:,0],m.cluster_centers_[:,1],marker='o',s=150,c='orange')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 保证预测结果值与索引相对应,即相同的簇使用相同的颜色的绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "model=[kmeans,mbk]\n",
    "\n",
    "y_hat_list=[]\n",
    "for index,m in enumerate(model,start=1):\n",
    "    plt.subplot(1,2,index)\n",
    "    y_hat=m.predict(x)\n",
    "    if m==mbk:\n",
    "        map_=pairwise_distances_argmin(mbk.cluster_centers_,kmeans.cluster_centers_)\n",
    "        print(map_)\n",
    "        map_=dict(enumerate(map_))\n",
    "        y_hat=pd.Series(y_hat).map(map_).values\n",
    "    y_hat_list.append(y_hat)\n",
    "    plt.scatter(x[:,0],x[:,1],c=colors[y_hat],marker='.')\n",
    "    plt.scatter(m.cluster_centers_[:,0],m.cluster_centers_[:,1],marker='o',s=150,c='orange')\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "#### 两种聚类算法的差异对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测相同样本数量: 2983\n",
      "预测不同样本数量 17\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "same=y_hat_list[0]==y_hat_list[1]\n",
    "diff=y_hat_list[0]!=y_hat_list[1]\n",
    "plt.scatter(x[same,0],x[same,1],c='g',marker='.',label='预测相同样本')\n",
    "plt.scatter(x[diff,0],x[diff,1],c='r',marker='o',label='预测不同样本')\n",
    "plt.legend()\n",
    "\n",
    "print('预测相同样本数量:',x[same].shape[0])\n",
    "print('预测不同样本数量',x[diff].shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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